diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index ff63f2ac..11db2840 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -11,20 +11,25 @@ assignees: ''
 A clear and concise description of what the bug is.
 
 **Please describe your setup**
-- [ ] How did you install letta?
-  - `pip install letta`? `pip install letta-nightly`? `git clone`?
+- [ ] How are you running Letta?  
+  - Docker 
+  - pip (legacy) 
+  - From source 
+  - Desktop  
 - [ ] Describe your setup
   - What's your OS (Windows/MacOS/Linux)?
-  - How are you running `letta`? (`cmd.exe`/Powershell/Anaconda Shell/Terminal)
+  - What is your `docker run ...` command (if applicable)
 
 **Screenshots**
 If applicable, add screenshots to help explain your problem.
 
 **Additional context**
 Add any other context about the problem here.
+- What model you are using 
+
+**Agent File (optional)**
+Please attach your `.af` file, as this helps with reproducing issues. 
 
-**Letta Config**
-Please attach your `~/.letta/config` file or copy paste it below.
 
 ---
 
diff --git a/.github/scripts/model-sweep/conftest.py b/.github/scripts/model-sweep/conftest.py
new file mode 100644
index 00000000..30e0a00b
--- /dev/null
+++ b/.github/scripts/model-sweep/conftest.py
@@ -0,0 +1,287 @@
+import logging
+import os
+import requests
+import socket
+import threading
+import time
+
+from datetime import datetime, timezone
+from typing import Generator
+
+import pytest
+from anthropic.types.beta.messages import BetaMessageBatch, BetaMessageBatchRequestCounts
+
+from dotenv import load_dotenv
+
+from letta_client import Letta, AsyncLetta
+
+from letta.schemas.agent import AgentState
+
+from letta.schemas.llm_config import LLMConfig
+
+from letta.services.organization_manager import OrganizationManager
+from letta.services.user_manager import UserManager
+from letta.settings import tool_settings
+
+
+def pytest_configure(config):
+    logging.basicConfig(level=logging.DEBUG)
+
+
+@pytest.fixture
+def disable_e2b_api_key() -> Generator[None, None, None]:
+    """
+    Temporarily disables the E2B API key by setting `tool_settings.e2b_api_key` to None
+    for the duration of the test. Restores the original value afterward.
+    """
+    from letta.settings import tool_settings
+
+    original_api_key = tool_settings.e2b_api_key
+    tool_settings.e2b_api_key = None
+    yield
+    tool_settings.e2b_api_key = original_api_key
+
+
+@pytest.fixture
+def check_e2b_key_is_set():
+    from letta.settings import tool_settings
+
+    original_api_key = tool_settings.e2b_api_key
+    assert original_api_key is not None, "Missing e2b key! Cannot execute these tests."
+    yield
+
+
+@pytest.fixture
+def default_organization():
+    """Fixture to create and return the default organization."""
+    manager = OrganizationManager()
+    org = manager.create_default_organization()
+    yield org
+
+
+@pytest.fixture
+def default_user(default_organization):
+    """Fixture to create and return the default user within the default organization."""
+    manager = UserManager()
+    user = manager.create_default_user(org_id=default_organization.id)
+    yield user
+
+
+@pytest.fixture
+def check_composio_key_set():
+    original_api_key = tool_settings.composio_api_key
+    assert original_api_key is not None, "Missing composio key! Cannot execute this test."
+    yield
+
+
+# --- Tool Fixtures ---
+@pytest.fixture
+def weather_tool_func():
+    def get_weather(location: str) -> str:
+        """
+        Fetches the current weather for a given location.
+
+        Parameters:
+            location (str): The location to get the weather for.
+
+        Returns:
+            str: A formatted string describing the weather in the given location.
+
+        Raises:
+            RuntimeError: If the request to fetch weather data fails.
+        """
+        import requests
+
+        url = f"https://wttr.in/{location}?format=%C+%t"
+
+        response = requests.get(url)
+        if response.status_code == 200:
+            weather_data = response.text
+            return f"The weather in {location} is {weather_data}."
+        else:
+            raise RuntimeError(f"Failed to get weather data, status code: {response.status_code}")
+
+    yield get_weather
+
+
+@pytest.fixture
+def print_tool_func():
+    """Fixture to create a tool with default settings and clean up after the test."""
+
+    def print_tool(message: str):
+        """
+        Args:
+            message (str): The message to print.
+
+        Returns:
+            str: The message that was printed.
+        """
+        print(message)
+        return message
+
+    yield print_tool
+
+
+@pytest.fixture
+def roll_dice_tool_func():
+    def roll_dice():
+        """
+        Rolls a 6 sided die.
+
+        Returns:
+            str: The roll result.
+        """
+        import time
+
+        time.sleep(1)
+        return "Rolled a 10!"
+
+    yield roll_dice
+
+
+@pytest.fixture
+def dummy_beta_message_batch() -> BetaMessageBatch:
+    return BetaMessageBatch(
+        id="msgbatch_013Zva2CMHLNnXjNJJKqJ2EF",
+        archived_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+        cancel_initiated_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+        created_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+        ended_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+        expires_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+        processing_status="in_progress",
+        request_counts=BetaMessageBatchRequestCounts(
+            canceled=10,
+            errored=30,
+            expired=10,
+            processing=100,
+            succeeded=50,
+        ),
+        results_url="https://api.anthropic.com/v1/messages/batches/msgbatch_013Zva2CMHLNnXjNJJKqJ2EF/results",
+        type="message_batch",
+    )
+
+# --- Model Sweep ---
+# Global flag to track server state
+_server_started = False
+_server_url = None
+
+def _start_server_once() -> str:
+    """Start server exactly once, return URL"""
+    global _server_started, _server_url
+
+    if _server_started and _server_url:
+        return _server_url
+
+    url = os.getenv("LETTA_SERVER_URL", "http://localhost:8283")
+
+    # Check if already running
+    with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
+        if s.connect_ex(('localhost', 8283)) == 0:
+            _server_started = True
+            _server_url = url
+            return url
+
+    # Start server (your existing logic)
+    if not os.getenv("LETTA_SERVER_URL"):
+        def _run_server():
+            load_dotenv()
+            from letta.server.rest_api.app import start_server
+            start_server(debug=True)
+
+        thread = threading.Thread(target=_run_server, daemon=True)
+        thread.start()
+
+        # Poll until up
+        timeout_seconds = 30
+        deadline = time.time() + timeout_seconds
+        while time.time() < deadline:
+            try:
+                resp = requests.get(url + "/v1/health")
+                if resp.status_code < 500:
+                    break
+            except requests.exceptions.RequestException:
+                pass
+            time.sleep(0.1)
+        else:
+            raise RuntimeError(f"Could not reach {url} within {timeout_seconds}s")
+
+    _server_started = True
+    _server_url = url
+    return url
+
+# ------------------------------
+# Fixtures
+# ------------------------------
+
+@pytest.fixture(scope="module")
+def server_url() -> str:
+    """Return URL of already-started server"""
+    return _start_server_once()
+
+@pytest.fixture(scope="module")
+def client(server_url: str) -> Letta:
+    """
+    Creates and returns a synchronous Letta REST client for testing.
+    """
+    client_instance = Letta(base_url=server_url)
+    yield client_instance
+
+
+@pytest.fixture(scope="function")
+def async_client(server_url: str) -> AsyncLetta:
+    """
+    Creates and returns an asynchronous Letta REST client for testing.
+    """
+    async_client_instance = AsyncLetta(base_url=server_url)
+    yield async_client_instance
+
+
+@pytest.fixture(scope="module")
+def agent_state(client: Letta) -> AgentState:
+    """
+    Creates and returns an agent state for testing with a pre-configured agent.
+    The agent is named 'supervisor' and is configured with base tools and the roll_dice tool.
+    """
+    client.tools.upsert_base_tools()
+
+    send_message_tool = client.tools.list(name="send_message")[0]
+    agent_state_instance = client.agents.create(
+        name="supervisor",
+        include_base_tools=False,
+        tool_ids=[send_message_tool.id],
+        model="openai/gpt-4o",
+        embedding="letta/letta-free",
+        tags=["supervisor"],
+    )
+    yield agent_state_instance
+
+    client.agents.delete(agent_state_instance.id)
+
+
+@pytest.fixture(scope="module")
+def all_available_llm_configs(client: Letta) -> [LLMConfig]:
+    """
+    Returns a list of all available LLM configs.
+    """
+    llm_configs = client.models.list()
+    return llm_configs
+
+
+# create a client to the started server started at
+def get_available_llm_configs() -> [LLMConfig]:
+    """Get configs, starting server if needed"""
+    server_url = _start_server_once()
+    temp_client = Letta(base_url=server_url)
+    return temp_client.models.list()
+
+# dynamically insert llm_config paramter at collection time
+def pytest_generate_tests(metafunc):
+    """Dynamically parametrize tests that need llm_config."""
+    if "llm_config" in metafunc.fixturenames:
+        configs = get_available_llm_configs()
+        if configs:
+            metafunc.parametrize(
+                "llm_config",
+                configs,
+                ids=[c.model for c in configs]
+            )
diff --git a/.github/scripts/model-sweep/feature_mappings.json b/.github/scripts/model-sweep/feature_mappings.json
new file mode 100644
index 00000000..6d05de36
--- /dev/null
+++ b/.github/scripts/model-sweep/feature_mappings.json
@@ -0,0 +1,24 @@
+{
+  "Basic": [
+    "test_greeting_with_assistant_message",
+    "test_greeting_without_assistant_message",
+    "test_async_greeting_with_assistant_message",
+    "test_agent_loop_error",
+    "test_step_stream_agent_loop_error",
+    "test_step_streaming_greeting_with_assistant_message",
+    "test_step_streaming_greeting_without_assistant_message",
+    "test_step_streaming_tool_call",
+    "test_tool_call",
+    "test_auto_summarize"
+  ],
+  "Token Streaming": [
+    "test_token_streaming_greeting_with_assistant_message",
+    "test_token_streaming_greeting_without_assistant_message",
+    "test_token_streaming_agent_loop_error",
+    "test_token_streaming_tool_call"
+  ],
+  "Multimodal": [
+    "test_base64_image_input",
+    "test_url_image_input"
+  ]
+}
diff --git a/.github/scripts/model-sweep/generate_model_sweep_markdown.py b/.github/scripts/model-sweep/generate_model_sweep_markdown.py
new file mode 100644
index 00000000..2b63ec13
--- /dev/null
+++ b/.github/scripts/model-sweep/generate_model_sweep_markdown.py
@@ -0,0 +1,487 @@
+#!/usr/bin/env python3
+import json
+import sys
+import os
+from collections import defaultdict
+from datetime import datetime
+
+def load_feature_mappings(config_file=None):
+    """Load feature mappings from config file."""
+    if config_file is None:
+        # Default to feature_mappings.json in the same directory as this script
+        script_dir = os.path.dirname(os.path.abspath(__file__))
+        config_file = os.path.join(script_dir, 'feature_mappings.json')
+
+    try:
+        with open(config_file, 'r') as f:
+            return json.load(f)
+    except FileNotFoundError:
+        print(f"Error: Could not find feature mappings config file '{config_file}'")
+        sys.exit(1)
+    except json.JSONDecodeError:
+        print(f"Error: Invalid JSON in feature mappings config file '{config_file}'")
+        sys.exit(1)
+
+def get_support_status(passed_tests, feature_tests):
+    """Determine support status for a feature category."""
+    if not feature_tests:
+        return "❓"  # Unknown - no tests for this feature
+
+    # Filter out error tests when checking for support
+    non_error_tests = [test for test in feature_tests if not test.endswith('_error')]
+    error_tests = [test for test in feature_tests if test.endswith('_error')]
+
+    # Check which non-error tests passed
+    passed_non_error_tests = [test for test in non_error_tests if test in passed_tests]
+
+    # If there are no non-error tests, only error tests, treat as unknown
+    if not non_error_tests:
+        return "❓"  # Only error tests available
+
+    # Support is based only on non-error tests
+    if len(passed_non_error_tests) == len(non_error_tests):
+        return "✅"  # Full support
+    elif len(passed_non_error_tests) == 0:
+        return "❌"  # No support
+    else:
+        return "⚠️"  # Partial support
+
+def categorize_tests(all_test_names, feature_mapping):
+    """Categorize test names into feature buckets."""
+    categorized = {feature: [] for feature in feature_mapping.keys()}
+
+    for test_name in all_test_names:
+        for feature, test_patterns in feature_mapping.items():
+            if test_name in test_patterns:
+                categorized[feature].append(test_name)
+                break
+
+    return categorized
+
+def calculate_support_score(feature_support, feature_order):
+    """Calculate a numeric support score for ranking models.
+
+    For partial support, the score is weighted by the position of the feature
+    in the feature_order list (earlier features get higher weight).
+    """
+    score = 0
+    max_features = len(feature_order)
+
+    for feature, status in feature_support.items():
+        # Get position weight (earlier features get higher weight)
+        if feature in feature_order:
+            position_weight = (max_features - feature_order.index(feature)) / max_features
+        else:
+            position_weight = 0.5  # Default weight for unmapped features
+
+        if status == "✅":  # Full support
+            score += 10 * position_weight
+        elif status == "⚠️":  # Partial support - weighted by column position
+            score += 5 * position_weight
+        elif status == "❌":  # No support
+            score += 1 * position_weight
+        # Unknown (❓) gets 0 points
+    return score
+
+def calculate_provider_support_score(models_data, feature_order):
+    """Calculate a provider-level support score based on all models' support scores."""
+    if not models_data:
+        return 0
+
+    # Calculate the average support score across all models in the provider
+    total_score = sum(model['support_score'] for model in models_data)
+    return total_score / len(models_data)
+
+def get_test_function_line_numbers(test_file_path):
+    """Extract line numbers for test functions from the test file."""
+    test_line_numbers = {}
+    
+    try:
+        with open(test_file_path, 'r') as f:
+            lines = f.readlines()
+        
+        for i, line in enumerate(lines, 1):
+            if 'def test_' in line and line.strip().startswith('def test_'):
+                # Extract function name
+                func_name = line.strip().split('def ')[1].split('(')[0]
+                test_line_numbers[func_name] = i
+    except FileNotFoundError:
+        print(f"Warning: Could not find test file at {test_file_path}")
+    
+    return test_line_numbers
+
+def get_github_repo_info():
+    """Get GitHub repository information from git remote."""
+    try:
+        # Try to get the GitHub repo URL from git remote
+        import subprocess
+        result = subprocess.run(['git', 'remote', 'get-url', 'origin'], 
+                              capture_output=True, text=True, cwd=os.path.dirname(__file__))
+        if result.returncode == 0:
+            remote_url = result.stdout.strip()
+            # Parse GitHub URL
+            if 'github.com' in remote_url:
+                if remote_url.startswith('https://'):
+                    # https://github.com/user/repo.git -> user/repo
+                    repo_path = remote_url.replace('https://github.com/', '').replace('.git', '')
+                elif remote_url.startswith('git@'):
+                    # git@github.com:user/repo.git -> user/repo
+                    repo_path = remote_url.split(':')[1].replace('.git', '')
+                else:
+                    return None
+                return repo_path
+    except:
+        pass
+    
+    # Default fallback
+    return "letta-ai/letta"
+
+def generate_test_details(model_info, feature_mapping):
+    """Generate detailed test results for a model."""
+    details = []
+    
+    # Get test function line numbers
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    test_file_path = os.path.join(script_dir, 'model_sweep.py')
+    test_line_numbers = get_test_function_line_numbers(test_file_path)
+    
+    # Use the main branch GitHub URL
+    base_github_url = "https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py"
+    
+    for feature, tests in model_info['categorized_tests'].items():
+        if not tests:
+            continue
+            
+        details.append(f"### {feature}")
+        details.append("")
+        
+        for test in sorted(tests):
+            if test in model_info['passed_tests']:
+                status = "✅"
+            elif test in model_info['failed_tests']:
+                status = "❌"
+            else:
+                status = "❓"
+            
+            # Create GitHub link if we have line number info
+            if test in test_line_numbers:
+                line_num = test_line_numbers[test]
+                github_link = f"{base_github_url}#L{line_num}"
+                details.append(f"- {status} [`{test}`]({github_link})")
+            else:
+                details.append(f"- {status} `{test}`")
+        details.append("")
+    
+    return details
+
+def calculate_column_widths(all_provider_data, feature_mapping):
+    """Calculate the maximum width needed for each column across all providers."""
+    widths = {
+        'model': len('Model'),
+        'context_window': len('Context Window'),
+        'last_scanned': len('Last Scanned')
+    }
+
+    # Feature column widths
+    for feature in feature_mapping.keys():
+        widths[feature] = len(feature)
+
+    # Check all model data for maximum widths
+    for provider_data in all_provider_data.values():
+        for model_info in provider_data:
+            # Model name width (including backticks)
+            model_width = len(f"`{model_info['name']}`")
+            widths['model'] = max(widths['model'], model_width)
+
+            # Context window width (with commas)
+            context_width = len(f"{model_info['context_window']:,}")
+            widths['context_window'] = max(widths['context_window'], context_width)
+
+            # Last scanned width
+            widths['last_scanned'] = max(widths['last_scanned'], len(str(model_info['last_scanned'])))
+
+            # Feature support symbols are always 2 chars, so no need to check
+
+    return widths
+
+def process_model_sweep_report(input_file, output_file, config_file=None, debug=False):
+    """Convert model sweep JSON data to MDX report."""
+
+    # Load feature mappings from config file
+    feature_mapping = load_feature_mappings(config_file)
+
+    # if debug:
+    #     print("DEBUG: Feature mappings loaded:")
+    #     for feature, tests in feature_mapping.items():
+    #         print(f"  {feature}: {tests}")
+    #     print()
+
+    # Read the JSON data
+    with open(input_file, 'r') as f:
+        data = json.load(f)
+
+    tests = data.get('tests', [])
+
+    # if debug:
+    #     print("DEBUG: Tests loaded:")
+    #     print([test['outcome'] for test in tests if 'haiku' in test['nodeid']])
+
+    # Calculate summary statistics
+    providers = set(test['metadata']['llm_config']['provider_name'] for test in tests)
+    models = set(test['metadata']['llm_config']['model'] for test in tests)
+    total_tests = len(tests)
+
+    # Start building the MDX
+    mdx_lines = [
+        "---",
+        "title: Support Models",
+        f"generated: {datetime.now().isoformat()}",
+        "---",
+        "",
+        "# Supported Models",
+        "",
+        "## Overview",
+        "",
+        "Letta routinely runs automated scans against available providers and models. These are the results of the latest scan.",
+        "",
+        f"Ran {total_tests} tests against {len(models)} models across {len(providers)} providers on {datetime.now().strftime('%B %dth, %Y')}",
+        "",
+        ""
+    ]
+
+    # Group tests by provider
+    provider_groups = defaultdict(list)
+    for test in tests:
+        provider_name = test['metadata']['llm_config']['provider_name']
+        provider_groups[provider_name].append(test)
+
+    # Process all providers first to collect model data
+    all_provider_data = {}
+    provider_support_scores = {}
+
+    for provider_name in provider_groups.keys():
+        provider_tests = provider_groups[provider_name]
+
+        # Group tests by model within this provider
+        model_groups = defaultdict(list)
+        for test in provider_tests:
+            model_name = test['metadata']['llm_config']['model']
+            model_groups[model_name].append(test)
+
+        # Process all models to calculate support scores for ranking
+        model_data = []
+        for model_name in model_groups.keys():
+            model_tests = model_groups[model_name]
+
+            # if debug:
+            #     print(f"DEBUG: Processing model '{model_name}' in provider '{provider_name}'")
+
+            # Extract unique test names for passed and failed tests
+            passed_tests = set()
+            failed_tests = set()
+            all_test_names = set()
+
+            for test in model_tests:
+                # Extract test name from nodeid (split on :: and [)
+                test_name = test['nodeid'].split('::')[1].split('[')[0]
+                all_test_names.add(test_name)
+
+                # if debug:
+                #     print(f"  Test name: {test_name}")
+                #     print(f"  Outcome: {test}")
+                if test['outcome'] == 'passed':
+                    passed_tests.add(test_name)
+                elif test['outcome'] == 'failed':
+                    failed_tests.add(test_name)
+
+            # if debug:
+            #     print(f"  All test names found: {sorted(all_test_names)}")
+            #     print(f"  Passed tests: {sorted(passed_tests)}")
+            #     print(f"  Failed tests: {sorted(failed_tests)}")
+
+            # Categorize tests into features
+            categorized_tests = categorize_tests(all_test_names, feature_mapping)
+
+            # if debug:
+            #     print(f"  Categorized tests:")
+            #     for feature, tests in categorized_tests.items():
+            #         print(f"    {feature}: {tests}")
+
+            # Determine support status for each feature
+            feature_support = {}
+            for feature_name in feature_mapping.keys():
+                feature_support[feature_name] = get_support_status(passed_tests, categorized_tests[feature_name])
+
+            # if debug:
+            #     print(f"  Feature support:")
+            #     for feature, status in feature_support.items():
+            #         print(f"    {feature}: {status}")
+            #     print()
+
+            # Get context window and last scanned time
+            context_window = model_tests[0]['metadata']['llm_config']['context_window']
+
+            # Try to get time_last_scanned from metadata, fallback to current time
+            try:
+                last_scanned = model_tests[0]['metadata'].get('time_last_scanned',
+                                                           model_tests[0]['metadata'].get('timestamp',
+                                                           datetime.now().isoformat()))
+                # Format timestamp if it's a full ISO string
+                if 'T' in str(last_scanned):
+                    last_scanned = str(last_scanned).split('T')[0]  # Just the date part
+            except:
+                last_scanned = "Unknown"
+
+            # Calculate support score for ranking
+            feature_order = list(feature_mapping.keys())
+            support_score = calculate_support_score(feature_support, feature_order)
+
+            # Store model data for sorting
+            model_data.append({
+                'name': model_name,
+                'feature_support': feature_support,
+                'context_window': context_window,
+                'last_scanned': last_scanned,
+                'support_score': support_score,
+                'failed_tests': failed_tests,
+                'passed_tests': passed_tests,
+                'categorized_tests': categorized_tests
+            })
+
+        # Sort models by support score (descending) then by name (ascending)
+        model_data.sort(key=lambda x: (-x['support_score'], x['name']))
+
+        # Store provider data
+        all_provider_data[provider_name] = model_data
+        provider_support_scores[provider_name] = calculate_provider_support_score(model_data, list(feature_mapping.keys()))
+
+    # Calculate column widths for consistent formatting (add details column)
+    column_widths = calculate_column_widths(all_provider_data, feature_mapping)
+    column_widths['details'] = len('Details')
+
+    # Sort providers by support score (descending) then by name (ascending)
+    sorted_providers = sorted(
+        provider_support_scores.keys(),
+        key=lambda x: (-provider_support_scores[x], x)
+    )
+
+    # Generate tables for all providers first
+    for provider_name in sorted_providers:
+        model_data = all_provider_data[provider_name]
+        support_score = provider_support_scores[provider_name]
+
+        # Create dynamic headers with proper padding and centering
+        feature_names = list(feature_mapping.keys())
+
+        # Build header row with left-aligned first column, centered others
+        header_parts = [f"{'Model':<{column_widths['model']}}"]
+        for feature in feature_names:
+            header_parts.append(f"{feature:^{column_widths[feature]}}")
+        header_parts.extend([
+            f"{'Context Window':^{column_widths['context_window']}}",
+            f"{'Last Scanned':^{column_widths['last_scanned']}}",
+            f"{'Details':^{column_widths['details']}}"
+        ])
+        header_row = "| " + " | ".join(header_parts) + " |"
+
+        # Build separator row with left-aligned first column, centered others
+        separator_parts = [f"{'-' * column_widths['model']}"]
+        for feature in feature_names:
+            separator_parts.append(f":{'-' * (column_widths[feature] - 2)}:")
+        separator_parts.extend([
+            f":{'-' * (column_widths['context_window'] - 2)}:",
+            f":{'-' * (column_widths['last_scanned'] - 2)}:",
+            f":{'-' * (column_widths['details'] - 2)}:"
+        ])
+        separator_row = "|" + "|".join(separator_parts) + "|"
+
+        # Add provider section without percentage
+        mdx_lines.extend([
+            f"## {provider_name}",
+            "",
+            header_row,
+            separator_row
+        ])
+
+        # Generate table rows for sorted models with proper padding
+        for model_info in model_data:
+            # Create anchor for model details
+            model_anchor = model_info['name'].replace('/', '_').replace(':', '_').replace('-', '_').lower()
+            details_anchor = f"{provider_name.lower().replace(' ', '_')}_{model_anchor}_details"
+            
+            # Build row with left-aligned first column, centered others
+            row_parts = [f"`{model_info['name']}`".ljust(column_widths['model'])]
+            for feature in feature_names:
+                row_parts.append(f"{model_info['feature_support'][feature]:^{column_widths[feature]}}")
+            row_parts.extend([
+                f"{model_info['context_window']:,}".center(column_widths['context_window']),
+                f"{model_info['last_scanned']}".center(column_widths['last_scanned']),
+                f"[View](#{details_anchor})".center(column_widths['details'])
+            ])
+            row = "| " + " | ".join(row_parts) + " |"
+            mdx_lines.append(row)
+
+        # Add spacing between provider tables
+        mdx_lines.extend(["", ""])
+
+    # Add detailed test results section after all tables
+    mdx_lines.extend(["---", "", "# Detailed Test Results", ""])
+    
+    for provider_name in sorted_providers:
+        model_data = all_provider_data[provider_name]
+        mdx_lines.extend([f"## {provider_name}", ""])
+        
+        for model_info in model_data:
+            model_anchor = model_info['name'].replace('/', '_').replace(':', '_').replace('-', '_').lower()
+            details_anchor = f"{provider_name.lower().replace(' ', '_')}_{model_anchor}_details"
+            mdx_lines.append(f"<a id=\"{details_anchor}\"></a>")
+            mdx_lines.append(f"### {model_info['name']}")
+            mdx_lines.append("")
+            
+            # Add test details
+            test_details = generate_test_details(model_info, feature_mapping)
+            mdx_lines.extend(test_details)
+        
+        # Add spacing between providers in details section
+        mdx_lines.extend(["", ""])
+
+    # Write the MDX file
+    with open(output_file, 'w') as f:
+        f.write('\n'.join(mdx_lines))
+
+    print(f"Model sweep report saved to {output_file}")
+
+def main():
+    input_file = "model_sweep_report.json"
+    output_file = "model_sweep_report.mdx"
+    config_file = None
+    debug = False
+
+    # Allow command line arguments
+    if len(sys.argv) > 1:
+        # Use the file located in the same directory as this script
+        script_dir = os.path.dirname(os.path.abspath(__file__))
+        input_file = os.path.join(script_dir, sys.argv[1])
+    if len(sys.argv) > 2:
+        # Use the file located in the same directory as this script
+        script_dir = os.path.dirname(os.path.abspath(__file__))
+        output_file = os.path.join(script_dir, sys.argv[2])
+    if len(sys.argv) > 3:
+        config_file = sys.argv[3]
+    if len(sys.argv) > 4 and sys.argv[4] == "--debug":
+        debug = True
+
+    try:
+        process_model_sweep_report(input_file, output_file, config_file, debug)
+    except FileNotFoundError:
+        print(f"Error: Could not find input file '{input_file}'")
+        sys.exit(1)
+    except json.JSONDecodeError:
+        print(f"Error: Invalid JSON in file '{input_file}'")
+        sys.exit(1)
+    except Exception as e:
+        print(f"Error: {e}")
+        sys.exit(1)
+
+if __name__ == "__main__":
+    main()
diff --git a/.github/scripts/model-sweep/model_sweep.py b/.github/scripts/model-sweep/model_sweep.py
new file mode 100644
index 00000000..a66efbaa
--- /dev/null
+++ b/.github/scripts/model-sweep/model_sweep.py
@@ -0,0 +1,786 @@
+import base64
+import json
+import os
+import socket
+import threading
+import time
+import uuid
+from typing import Any, Dict, List
+
+import httpx
+import pytest
+import requests
+from dotenv import load_dotenv
+from letta_client import Letta, MessageCreate, Run
+from letta_client.core.api_error import ApiError
+from letta_client.types import (
+    AssistantMessage,
+    Base64Image,
+    ImageContent,
+    LettaUsageStatistics,
+    ReasoningMessage,
+    TextContent,
+    ToolCallMessage,
+    ToolReturnMessage,
+    UrlImage,
+    UserMessage,
+)
+
+from letta.schemas.agent import AgentState
+from letta.schemas.llm_config import LLMConfig
+
+
+# ------------------------------
+# Helper Functions and Constants
+# ------------------------------
+
+
+def get_llm_config(filename: str, llm_config_dir: str = "tests/configs/llm_model_configs") -> LLMConfig:
+    filename = os.path.join(llm_config_dir, filename)
+    config_data = json.load(open(filename, "r"))
+    llm_config = LLMConfig(**config_data)
+    return llm_config
+
+
+def roll_dice(num_sides: int) -> int:
+    """
+    Returns a random number between 1 and num_sides.
+    Args:
+        num_sides (int): The number of sides on the die.
+    Returns:
+        int: A random integer between 1 and num_sides, representing the die roll.
+    """
+    import random
+
+    return random.randint(1, num_sides)
+
+
+USER_MESSAGE_OTID = str(uuid.uuid4())
+USER_MESSAGE_RESPONSE: str = "Teamwork makes the dream work"
+USER_MESSAGE_FORCE_REPLY: List[MessageCreate] = [
+    MessageCreate(
+        role="user",
+        content=f"This is an automated test message. Call the send_message tool with the message '{USER_MESSAGE_RESPONSE}'.",
+        otid=USER_MESSAGE_OTID,
+    )
+]
+USER_MESSAGE_ROLL_DICE: List[MessageCreate] = [
+    MessageCreate(
+        role="user",
+        content="This is an automated test message. Call the roll_dice tool with 16 sides and tell me the outcome.",
+        otid=USER_MESSAGE_OTID,
+    )
+]
+URL_IMAGE = "https://upload.wikimedia.org/wikipedia/commons/a/a7/Camponotus_flavomarginatus_ant.jpg"
+USER_MESSAGE_URL_IMAGE: List[MessageCreate] = [
+    MessageCreate(
+        role="user",
+        content=[
+            ImageContent(source=UrlImage(url=URL_IMAGE)),
+            TextContent(text="What is in this image?"),
+        ],
+        otid=USER_MESSAGE_OTID,
+    )
+]
+BASE64_IMAGE = base64.standard_b64encode(httpx.get(URL_IMAGE).content).decode("utf-8")
+USER_MESSAGE_BASE64_IMAGE: List[MessageCreate] = [
+    MessageCreate(
+        role="user",
+        content=[
+            ImageContent(source=Base64Image(data=BASE64_IMAGE, media_type="image/jpeg")),
+            TextContent(text="What is in this image?"),
+        ],
+        otid=USER_MESSAGE_OTID,
+    )
+]
+all_configs = [
+    "openai-gpt-4o-mini.json",
+    # "azure-gpt-4o-mini.json", # TODO: Re-enable on new agent loop
+    "claude-3-5-sonnet.json",
+    "claude-3-7-sonnet.json",
+    "claude-3-7-sonnet-extended.json",
+    "gemini-1.5-pro.json",
+    "gemini-2.5-flash-vertex.json",
+    "gemini-2.5-pro-vertex.json",
+    "together-qwen-2.5-72b-instruct.json",
+    "ollama.json",
+]
+requested = os.getenv("LLM_CONFIG_FILE")
+filenames = [requested] if requested else all_configs
+TESTED_LLM_CONFIGS: List[LLMConfig] = [get_llm_config(fn) for fn in filenames]
+
+def assert_greeting_with_assistant_message_response(
+    messages: List[Any],
+    streaming: bool = False,
+    token_streaming: bool = False,
+    from_db: bool = False,
+) -> None:
+    """
+    Asserts that the messages list follows the expected sequence:
+    ReasoningMessage -> AssistantMessage.
+    """
+    expected_message_count = 3 if streaming or from_db else 2
+    assert len(messages) == expected_message_count
+
+    index = 0
+    if from_db:
+        assert isinstance(messages[index], UserMessage)
+        assert messages[index].otid == USER_MESSAGE_OTID
+        index += 1
+
+    # Agent Step 1
+    assert isinstance(messages[index], ReasoningMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    assert isinstance(messages[index], AssistantMessage)
+    if not token_streaming:
+        assert USER_MESSAGE_RESPONSE in messages[index].content
+    assert messages[index].otid and messages[index].otid[-1] == "1"
+    index += 1
+
+    if streaming:
+        assert isinstance(messages[index], LettaUsageStatistics)
+        assert messages[index].prompt_tokens > 0
+        assert messages[index].completion_tokens > 0
+        assert messages[index].total_tokens > 0
+        assert messages[index].step_count > 0
+
+
+def assert_greeting_without_assistant_message_response(
+    messages: List[Any],
+    streaming: bool = False,
+    token_streaming: bool = False,
+    from_db: bool = False,
+) -> None:
+    """
+    Asserts that the messages list follows the expected sequence:
+    ReasoningMessage -> ToolCallMessage -> ToolReturnMessage.
+    """
+    expected_message_count = 4 if streaming or from_db else 3
+    assert len(messages) == expected_message_count
+
+    index = 0
+    if from_db:
+        assert isinstance(messages[index], UserMessage)
+        assert messages[index].otid == USER_MESSAGE_OTID
+        index += 1
+
+    # Agent Step 1
+    assert isinstance(messages[index], ReasoningMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    assert isinstance(messages[index], ToolCallMessage)
+    assert messages[index].tool_call.name == "send_message"
+    if not token_streaming:
+        assert USER_MESSAGE_RESPONSE in messages[index].tool_call.arguments
+    assert messages[index].otid and messages[index].otid[-1] == "1"
+    index += 1
+
+    # Agent Step 2
+    assert isinstance(messages[index], ToolReturnMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    if streaming:
+        assert isinstance(messages[index], LettaUsageStatistics)
+
+
+def assert_tool_call_response(
+    messages: List[Any],
+    streaming: bool = False,
+    from_db: bool = False,
+) -> None:
+    """
+    Asserts that the messages list follows the expected sequence:
+    ReasoningMessage -> ToolCallMessage -> ToolReturnMessage ->
+    ReasoningMessage -> AssistantMessage.
+    """
+    expected_message_count = 6 if streaming else 7 if from_db else 5
+    assert len(messages) == expected_message_count
+
+    index = 0
+    if from_db:
+        assert isinstance(messages[index], UserMessage)
+        assert messages[index].otid == USER_MESSAGE_OTID
+        index += 1
+
+    # Agent Step 1
+    assert isinstance(messages[index], ReasoningMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    assert isinstance(messages[index], ToolCallMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "1"
+    index += 1
+
+    # Agent Step 2
+    assert isinstance(messages[index], ToolReturnMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    # Hidden User Message
+    if from_db:
+        assert isinstance(messages[index], UserMessage)
+        assert "request_heartbeat=true" in messages[index].content
+        index += 1
+
+    # Agent Step 3
+    assert isinstance(messages[index], ReasoningMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    assert isinstance(messages[index], AssistantMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "1"
+    index += 1
+
+    if streaming:
+        assert isinstance(messages[index], LettaUsageStatistics)
+
+
+def assert_image_input_response(
+    messages: List[Any],
+    streaming: bool = False,
+    token_streaming: bool = False,
+    from_db: bool = False,
+) -> None:
+    """
+    Asserts that the messages list follows the expected sequence:
+    ReasoningMessage -> AssistantMessage.
+    """
+    expected_message_count = 3 if streaming or from_db else 2
+    assert len(messages) == expected_message_count
+
+    index = 0
+    if from_db:
+        assert isinstance(messages[index], UserMessage)
+        assert messages[index].otid == USER_MESSAGE_OTID
+        index += 1
+
+    # Agent Step 1
+    assert isinstance(messages[index], ReasoningMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "0"
+    index += 1
+
+    assert isinstance(messages[index], AssistantMessage)
+    assert messages[index].otid and messages[index].otid[-1] == "1"
+    index += 1
+
+    if streaming:
+        assert isinstance(messages[index], LettaUsageStatistics)
+        assert messages[index].prompt_tokens > 0
+        assert messages[index].completion_tokens > 0
+        assert messages[index].total_tokens > 0
+        assert messages[index].step_count > 0
+
+
+def accumulate_chunks(chunks: List[Any]) -> List[Any]:
+    """
+    Accumulates chunks into a list of messages.
+    """
+    messages = []
+    current_message = None
+    prev_message_type = None
+    for chunk in chunks:
+        current_message_type = chunk.message_type
+        if prev_message_type != current_message_type:
+            messages.append(current_message)
+            current_message = None
+        if current_message is None:
+            current_message = chunk
+        else:
+            pass  # TODO: actually accumulate the chunks. For now we only care about the count
+        prev_message_type = current_message_type
+    messages.append(current_message)
+    return [m for m in messages if m is not None]
+
+
+def wait_for_run_completion(client: Letta, run_id: str, timeout: float = 30.0, interval: float = 0.5) -> Run:
+    start = time.time()
+    while True:
+        run = client.runs.retrieve(run_id)
+        if run.status == "completed":
+            return run
+        if run.status == "failed":
+            raise RuntimeError(f"Run {run_id} did not complete: status = {run.status}")
+        if time.time() - start > timeout:
+            raise TimeoutError(f"Run {run_id} did not complete within {timeout} seconds (last status: {run.status})")
+        time.sleep(interval)
+
+
+def assert_tool_response_dict_messages(messages: List[Dict[str, Any]]) -> None:
+    """
+    Asserts that a list of message dictionaries contains the expected types and statuses.
+
+    Expected order:
+        1. reasoning_message
+        2. tool_call_message
+        3. tool_return_message (with status 'success')
+        4. reasoning_message
+        5. assistant_message
+    """
+    assert isinstance(messages, list)
+    assert messages[0]["message_type"] == "reasoning_message"
+    assert messages[1]["message_type"] == "assistant_message"
+
+
+# ------------------------------
+# Test Cases
+# ------------------------------
+
+# def test_that_ci_workflow_works(
+#     disable_e2b_api_key: Any,
+#     client: Letta,
+#     agent_state: AgentState,
+#     llm_config: LLMConfig,
+#     json_metadata: pytest.FixtureRequest,
+# ) -> None:
+#     """
+#     Tests that the CI workflow works.
+#     """
+#     json_metadata["test_type"] = "debug"
+
+
+def test_greeting_with_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    agent_state: AgentState,
+    llm_config: LLMConfig,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that the response messages follow the expected order.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+    )
+    assert_greeting_with_assistant_message_response(response.messages)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_greeting_with_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_greeting_without_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that the response messages follow the expected order.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+        use_assistant_message=False,
+    )
+    assert_greeting_without_assistant_message_response(response.messages)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id, use_assistant_message=False)
+    assert_greeting_without_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_tool_call(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that the response messages follow the expected order.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    dice_tool = client.tools.upsert_from_function(func=roll_dice)
+    client.agents.tools.attach(agent_id=agent_state.id, tool_id=dice_tool.id)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_ROLL_DICE,
+    )
+    assert_tool_call_response(response.messages)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_tool_call_response(messages_from_db, from_db=True)
+
+
+def test_url_image_input(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that the response messages follow the expected order.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_URL_IMAGE,
+    )
+    assert_image_input_response(response.messages)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_image_input_response(messages_from_db, from_db=True)
+
+
+def test_base64_image_input(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that the response messages follow the expected order.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_BASE64_IMAGE,
+    )
+    assert_image_input_response(response.messages)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_image_input_response(messages_from_db, from_db=True)
+
+
+def test_agent_loop_error(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that no new messages are persisted on error.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    tools = agent_state.tools
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config, tool_ids=[])
+    with pytest.raises(ApiError):
+        client.agents.messages.create(
+            agent_id=agent_state.id,
+            messages=USER_MESSAGE_FORCE_REPLY,
+        )
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert len(messages_from_db) == 0
+    client.agents.modify(agent_id=agent_state.id, tool_ids=[t.id for t in tools])
+
+
+def test_step_streaming_greeting_with_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a streaming message with a synchronous client.
+    Checks that each chunk in the stream has the correct message types.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create_stream(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+    )
+    chunks = list(response)
+    messages = accumulate_chunks(chunks)
+    assert_greeting_with_assistant_message_response(messages, streaming=True)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_greeting_with_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_step_streaming_greeting_without_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a streaming message with a synchronous client.
+    Checks that each chunk in the stream has the correct message types.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create_stream(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+        use_assistant_message=False,
+    )
+    chunks = list(response)
+    messages = accumulate_chunks(chunks)
+    assert_greeting_without_assistant_message_response(messages, streaming=True)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id, use_assistant_message=False)
+    assert_greeting_without_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_step_streaming_tool_call(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a streaming message with a synchronous client.
+    Checks that each chunk in the stream has the correct message types.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    dice_tool = client.tools.upsert_from_function(func=roll_dice)
+    agent_state = client.agents.tools.attach(agent_id=agent_state.id, tool_id=dice_tool.id)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create_stream(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_ROLL_DICE,
+    )
+    chunks = list(response)
+    messages = accumulate_chunks(chunks)
+    assert_tool_call_response(messages, streaming=True)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_tool_call_response(messages_from_db, from_db=True)
+
+
+def test_step_stream_agent_loop_error(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that no new messages are persisted on error.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    tools = agent_state.tools
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config, tool_ids=[])
+    with pytest.raises(ApiError):
+        response = client.agents.messages.create_stream(
+            agent_id=agent_state.id,
+            messages=USER_MESSAGE_FORCE_REPLY,
+        )
+        list(response)
+
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert len(messages_from_db) == 0
+    client.agents.modify(agent_id=agent_state.id, tool_ids=[t.id for t in tools])
+
+
+def test_token_streaming_greeting_with_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a streaming message with a synchronous client.
+    Checks that each chunk in the stream has the correct message types.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create_stream(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+        stream_tokens=True,
+    )
+    chunks = list(response)
+    messages = accumulate_chunks(chunks)
+    assert_greeting_with_assistant_message_response(messages, streaming=True, token_streaming=True)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_greeting_with_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_token_streaming_greeting_without_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a streaming message with a synchronous client.
+    Checks that each chunk in the stream has the correct message types.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create_stream(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+        use_assistant_message=False,
+        stream_tokens=True,
+    )
+    chunks = list(response)
+    messages = accumulate_chunks(chunks)
+    assert_greeting_without_assistant_message_response(messages, streaming=True, token_streaming=True)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id, use_assistant_message=False)
+    assert_greeting_without_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_token_streaming_tool_call(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a streaming message with a synchronous client.
+    Checks that each chunk in the stream has the correct message types.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    dice_tool = client.tools.upsert_from_function(func=roll_dice)
+    agent_state = client.agents.tools.attach(agent_id=agent_state.id, tool_id=dice_tool.id)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+    response = client.agents.messages.create_stream(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_ROLL_DICE,
+        stream_tokens=True,
+    )
+    chunks = list(response)
+    messages = accumulate_chunks(chunks)
+    assert_tool_call_response(messages, streaming=True)
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert_tool_call_response(messages_from_db, from_db=True)
+
+
+def test_token_streaming_agent_loop_error(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message with a synchronous client.
+    Verifies that no new messages are persisted on error.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+    tools = agent_state.tools
+    agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config, tool_ids=[])
+    try:
+        response = client.agents.messages.create_stream(
+            agent_id=agent_state.id,
+            messages=USER_MESSAGE_FORCE_REPLY,
+            stream_tokens=True,
+        )
+        list(response)
+    except:
+        pass  # only some models throw an error TODO: make this consistent
+
+    messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+    assert len(messages_from_db) == 0
+    client.agents.modify(agent_id=agent_state.id, tool_ids=[t.id for t in tools])
+
+
+def test_async_greeting_with_assistant_message(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    agent_state: AgentState,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """
+    Tests sending a message as an asynchronous job using the synchronous client.
+    Waits for job completion and asserts that the result messages are as expected.
+    """
+    json_metadata["llm_config"] = dict(llm_config)
+    client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+
+    run = client.agents.messages.create_async(
+        agent_id=agent_state.id,
+        messages=USER_MESSAGE_FORCE_REPLY,
+    )
+    run = wait_for_run_completion(client, run.id)
+
+    result = run.metadata.get("result")
+    assert result is not None, "Run metadata missing 'result' key"
+
+    messages = result["messages"]
+    assert_tool_response_dict_messages(messages)
+
+
+def test_auto_summarize(
+    disable_e2b_api_key: Any,
+    client: Letta,
+    llm_config: LLMConfig,
+    json_metadata: pytest.FixtureRequest,
+) -> None:
+    """Test that summarization is automatically triggered."""
+    json_metadata["llm_config"] = dict(llm_config)
+
+    # pydantic prevents us for overriding the context window paramter in the passed LLMConfig
+    new_llm_config = llm_config.model_dump()
+    new_llm_config["context_window"] = 3000
+    pinned_context_window_llm_config = LLMConfig(**new_llm_config)
+
+    send_message_tool = client.tools.list(name="send_message")[0]
+    temp_agent_state = client.agents.create(
+        include_base_tools=False,
+        tool_ids=[send_message_tool.id],
+        llm_config=pinned_context_window_llm_config,
+        embedding="letta/letta-free",
+        tags=["supervisor"],
+    )
+
+    philosophical_question = """
+You know, sometimes I wonder if the entire structure of our lives is built on a series of unexamined assumptions we just silently agreed to somewhere along the way—like how we all just decided that five days a week of work and two days of “rest” constitutes balance, or how 9-to-5 became the default rhythm of a meaningful life, or even how the idea of “success” got boiled down to job titles and property ownership and productivity metrics on a LinkedIn profile, when maybe none of that is actually what makes a life feel full, or grounded, or real. And then there’s the weird paradox of ambition, how we're taught to chase it like a finish line that keeps moving, constantly redefining itself right as you’re about to grasp it—because even when you get the job, or the degree, or the validation, there's always something next, something more, like a treadmill with invisible settings you didn’t realize were turned up all the way.
+
+And have you noticed how we rarely stop to ask who set those definitions for us? Like was there ever a council that decided, yes, owning a home by thirty-five and retiring by sixty-five is the universal template for fulfillment? Or did it just accumulate like cultural sediment over generations, layered into us so deeply that questioning it feels uncomfortable, even dangerous? And isn’t it strange that we spend so much of our lives trying to optimize things—our workflows, our diets, our sleep, our morning routines—as though the point of life is to operate more efficiently rather than to experience it more richly? We build these intricate systems, these rulebooks for being a “high-functioning” human, but where in all of that is the space for feeling lost, for being soft, for wandering without a purpose just because it’s a sunny day and your heart is tugging you toward nowhere in particular?
+
+Sometimes I lie awake at night and wonder if all the noise we wrap around ourselves—notifications, updates, performance reviews, even our internal monologues—might be crowding out the questions we were meant to live into slowly, like how to love better, or how to forgive ourselves, or what the hell we’re even doing here in the first place. And when you strip it all down—no goals, no KPIs, no curated identity—what’s actually left of us? Are we just a sum of the roles we perform, or is there something quieter underneath that we've forgotten how to hear?
+
+And if there is something underneath all of it—something real, something worth listening to—then how do we begin to uncover it, gently, without rushing or reducing it to another task on our to-do list?
+    """
+
+    MAX_ATTEMPTS = 10
+    prev_length = None
+
+    for attempt in range(MAX_ATTEMPTS):
+        client.agents.messages.create(
+            agent_id=temp_agent_state.id,
+            messages=[MessageCreate(role="user", content=philosophical_question)],
+        )
+
+        temp_agent_state = client.agents.retrieve(agent_id=temp_agent_state.id)
+        message_ids = temp_agent_state.message_ids
+        current_length = len(message_ids)
+
+        print("LENGTH OF IN_CONTEXT_MESSAGES:", current_length)
+
+        if prev_length is not None and current_length <= prev_length:
+            # TODO: Add more stringent checks here
+            print(f"Summarization was triggered, detected current_length {current_length} is at least prev_length {prev_length}.")
+            break
+
+        prev_length = current_length
+    else:
+        raise AssertionError("Summarization was not triggered after 10 messages")
diff --git a/.github/scripts/model-sweep/supported-models.mdx b/.github/scripts/model-sweep/supported-models.mdx
new file mode 100644
index 00000000..94d8e25a
--- /dev/null
+++ b/.github/scripts/model-sweep/supported-models.mdx
@@ -0,0 +1,4553 @@
+---
+title: Support Models
+generated: 2025-06-20T16:40:44.072054
+---
+
+# Supported Models
+
+## Overview
+
+Letta routinely runs automated scans against available providers and models. These are the results of the latest scan.
+
+Ran 2464 tests against 154 models across 7 providers on June 20th, 2025
+
+
+## anthropic
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `claude-3-5-haiku-20241022`                         |   ✅   |        ✅        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_5_haiku_20241022_details) |
+| `claude-3-5-sonnet-20241022`                        |   ✅   |        ✅        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_5_sonnet_20241022_details) |
+| `claude-3-7-sonnet-20250219`                        |   ✅   |        ✅        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_7_sonnet_20250219_details) |
+| `claude-sonnet-4-20250514`                          |   ✅   |        ✅        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_sonnet_4_20250514_details) |
+| `claude-opus-4-20250514`                            |   ✅   |        ✅        |     ⚠️     |    200,000     |  2025-06-20  | [View](#anthropic_claude_opus_4_20250514_details) |
+| `claude-3-5-sonnet-20240620`                        |  ⚠️   |        ❌        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_5_sonnet_20240620_details) |
+| `claude-3-haiku-20240307`                           |  ⚠️   |        ❌        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_haiku_20240307_details) |
+| `claude-3-opus-20240229`                            |  ⚠️   |        ❌        |     ✅      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_opus_20240229_details) |
+| `claude-3-sonnet-20240229`                          |   ❌   |        ❌        |     ❌      |    200,000     |  2025-06-20  | [View](#anthropic_claude_3_sonnet_20240229_details) |
+
+
+## openai
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `gpt-4.1`                                           |   ✅   |        ✅        |     ✅      |   1,047,576    |  2025-06-20  | [View](#openai_gpt_4.1_details) |
+| `gpt-4.1-2025-04-14`                                |   ✅   |        ✅        |     ✅      |   1,047,576    |  2025-06-20  | [View](#openai_gpt_4.1_2025_04_14_details) |
+| `gpt-4.1-nano-2025-04-14`                           |   ✅   |        ✅        |     ✅      |   1,047,576    |  2025-06-20  | [View](#openai_gpt_4.1_nano_2025_04_14_details) |
+| `gpt-4o`                                            |   ✅   |        ✅        |     ✅      |    128,000     |  2025-06-20  | [View](#openai_gpt_4o_details) |
+| `gpt-4o-2024-05-13`                                 |   ✅   |        ✅        |     ✅      |    128,000     |  2025-06-20  | [View](#openai_gpt_4o_2024_05_13_details) |
+| `gpt-4-turbo`                                       |   ✅   |        ✅        |     ⚠️     |     8,192      |  2025-06-20  | [View](#openai_gpt_4_turbo_details) |
+| `gpt-4.1-mini`                                      |   ✅   |        ✅        |     ⚠️     |   1,047,576    |  2025-06-20  | [View](#openai_gpt_4.1_mini_details) |
+| `gpt-4.5-preview`                                   |   ✅   |        ✅        |     ⚠️     |    128,000     |  2025-06-20  | [View](#openai_gpt_4.5_preview_details) |
+| `gpt-4.5-preview-2025-02-27`                        |   ✅   |        ✅        |     ⚠️     |    128,000     |  2025-06-20  | [View](#openai_gpt_4.5_preview_2025_02_27_details) |
+| `gpt-4o-2024-08-06`                                 |   ✅   |        ✅        |     ⚠️     |    128,000     |  2025-06-20  | [View](#openai_gpt_4o_2024_08_06_details) |
+| `gpt-4-0613`                                        |   ✅   |        ✅        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_gpt_4_0613_details) |
+| `gpt-4-1106-preview`                                |   ✅   |        ✅        |     ❌      |    128,000     |  2025-06-20  | [View](#openai_gpt_4_1106_preview_details) |
+| `gpt-4-turbo-2024-04-09`                            |   ✅   |       ⚠️        |     ✅      |    128,000     |  2025-06-20  | [View](#openai_gpt_4_turbo_2024_04_09_details) |
+| `gpt-4.1-mini-2025-04-14`                           |  ⚠️   |        ✅        |     ✅      |   1,047,576    |  2025-06-20  | [View](#openai_gpt_4.1_mini_2025_04_14_details) |
+| `gpt-4.1-nano`                                      |  ⚠️   |        ✅        |     ✅      |   1,047,576    |  2025-06-20  | [View](#openai_gpt_4.1_nano_details) |
+| `gpt-4o-2024-11-20`                                 |  ⚠️   |        ✅        |     ✅      |     8,192      |  2025-06-20  | [View](#openai_gpt_4o_2024_11_20_details) |
+| `gpt-4-turbo-preview`                               |   ✅   |       ⚠️        |     ❌      |    128,000     |  2025-06-20  | [View](#openai_gpt_4_turbo_preview_details) |
+| `gpt-4-0125-preview`                                |  ⚠️   |        ✅        |     ❌      |    128,000     |  2025-06-20  | [View](#openai_gpt_4_0125_preview_details) |
+| `gpt-4o-mini`                                       |  ⚠️   |       ⚠️        |     ⚠️     |    128,000     |  2025-06-20  | [View](#openai_gpt_4o_mini_details) |
+| `gpt-4o-mini-2024-07-18`                            |  ⚠️   |       ⚠️        |     ❌      |    128,000     |  2025-06-20  | [View](#openai_gpt_4o_mini_2024_07_18_details) |
+| `gpt-4`                                             |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_gpt_4_details) |
+| `o1`                                                |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o1_details) |
+| `o1-2024-12-17`                                     |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o1_2024_12_17_details) |
+| `o3`                                                |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o3_details) |
+| `o3-2025-04-16`                                     |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o3_2025_04_16_details) |
+| `o3-mini`                                           |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o3_mini_details) |
+| `o3-mini-2025-01-31`                                |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o3_mini_2025_01_31_details) |
+| `o3-pro`                                            |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o3_pro_details) |
+| `o3-pro-2025-06-10`                                 |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#openai_o3_pro_2025_06_10_details) |
+
+
+## google_ai
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `gemini-1.5-pro`                                    |   ✅   |        ✅        |     ✅      |   2,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_pro_details) |
+| `gemini-1.5-pro-002`                                |   ✅   |        ✅        |     ✅      |   2,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_pro_002_details) |
+| `gemini-1.5-pro-latest`                             |   ✅   |        ✅        |     ✅      |   2,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_pro_latest_details) |
+| `gemini-2.5-flash-preview-04-17-thinking`           |   ✅   |        ✅        |     ✅      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_flash_preview_04_17_thinking_details) |
+| `gemini-2.5-pro-preview-03-25`                      |   ✅   |        ✅        |     ✅      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_pro_preview_03_25_details) |
+| `gemini-2.5-pro-preview-05-06`                      |   ✅   |        ✅        |     ✅      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_pro_preview_05_06_details) |
+| `gemini-2.5-flash-preview-05-20`                    |   ✅   |       ⚠️        |     ✅      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_flash_preview_05_20_details) |
+| `gemini-2.0-flash-thinking-exp`                     |  ⚠️   |        ✅        |     ✅      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_thinking_exp_details) |
+| `gemini-2.0-flash-thinking-exp-1219`                |  ⚠️   |        ✅        |     ✅      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_thinking_exp_1219_details) |
+| `gemini-2.0-flash-thinking-exp-01-21`               |  ⚠️   |        ✅        |     ⚠️     |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_thinking_exp_01_21_details) |
+| `gemini-2.5-flash-preview-04-17`                    |  ⚠️   |        ✅        |     ⚠️     |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_flash_preview_04_17_details) |
+| `gemini-2.5-pro-preview-06-05`                      |  ⚠️   |        ✅        |     ⚠️     |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_pro_preview_06_05_details) |
+| `gemini-1.0-pro-vision-latest`                      |   ❌   |        ❌        |     ❌      |     12,288     |  2025-06-20  | [View](#google_ai_gemini_1.0_pro_vision_latest_details) |
+| `gemini-1.5-flash`                                  |   ❌   |        ❌        |     ❌      |   1,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_flash_details) |
+| `gemini-1.5-flash-002`                              |   ❌   |        ❌        |     ❌      |   1,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_flash_002_details) |
+| `gemini-1.5-flash-8b`                               |   ❌   |        ❌        |     ❌      |   1,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_flash_8b_details) |
+| `gemini-1.5-flash-8b-001`                           |   ❌   |        ❌        |     ❌      |   1,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_flash_8b_001_details) |
+| `gemini-1.5-flash-8b-latest`                        |   ❌   |        ❌        |     ❌      |   1,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_flash_8b_latest_details) |
+| `gemini-1.5-flash-latest`                           |   ❌   |        ❌        |     ❌      |   1,000,000    |  2025-06-20  | [View](#google_ai_gemini_1.5_flash_latest_details) |
+| `gemini-2.0-flash`                                  |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_details) |
+| `gemini-2.0-flash-001`                              |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_001_details) |
+| `gemini-2.0-flash-exp`                              |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_exp_details) |
+| `gemini-2.0-flash-exp-image-generation`             |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_exp_image_generation_details) |
+| `gemini-2.0-flash-lite`                             |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_lite_details) |
+| `gemini-2.0-flash-lite-001`                         |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_lite_001_details) |
+| `gemini-2.0-flash-lite-preview`                     |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_lite_preview_details) |
+| `gemini-2.0-flash-lite-preview-02-05`               |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_lite_preview_02_05_details) |
+| `gemini-2.0-flash-preview-image-generation`         |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#google_ai_gemini_2.0_flash_preview_image_generation_details) |
+| `gemini-2.0-pro-exp`                                |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_pro_exp_details) |
+| `gemini-2.0-pro-exp-02-05`                          |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.0_pro_exp_02_05_details) |
+| `gemini-2.5-flash-preview-tts`                      |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#google_ai_gemini_2.5_flash_preview_tts_details) |
+| `gemini-2.5-pro-exp-03-25`                          |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_2.5_pro_exp_03_25_details) |
+| `gemini-2.5-pro-preview-tts`                        |   ❌   |        ❌        |     ❌      |     65,536     |  2025-06-20  | [View](#google_ai_gemini_2.5_pro_preview_tts_details) |
+| `gemini-exp-1206`                                   |   ❌   |        ❌        |     ❌      |   1,048,576    |  2025-06-20  | [View](#google_ai_gemini_exp_1206_details) |
+| `gemini-pro-vision`                                 |   ❌   |        ❌        |     ❌      |     12,288     |  2025-06-20  | [View](#google_ai_gemini_pro_vision_details) |
+
+
+## letta
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `letta-free`                                        |  ⚠️   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#letta_letta_free_details) |
+
+
+## together
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `Qwen/Qwen2.5-72B-Instruct-Turbo`                   |   ✅   |        ✅        |     ⚠️     |    131,072     |  2025-06-20  | [View](#together_qwen_qwen2.5_72b_instruct_turbo_details) |
+| `arcee-ai/virtuoso-large`                           |  ⚠️   |        ✅        |     ✅      |    131,072     |  2025-06-20  | [View](#together_arcee_ai_virtuoso_large_details) |
+| `Qwen/QwQ-32B`                                      |  ⚠️   |        ✅        |     ⚠️     |    131,072     |  2025-06-20  | [View](#together_qwen_qwq_32b_details) |
+| `Qwen/Qwen2.5-7B-Instruct-Turbo`                    |  ⚠️   |        ✅        |     ⚠️     |     32,768     |  2025-06-20  | [View](#together_qwen_qwen2.5_7b_instruct_turbo_details) |
+| `Qwen/Qwen2.5-Coder-32B-Instruct`                   |  ⚠️   |        ✅        |     ⚠️     |     16,384     |  2025-06-20  | [View](#together_qwen_qwen2.5_coder_32b_instruct_details) |
+| `arcee-ai/coder-large`                              |  ⚠️   |        ✅        |     ⚠️     |     32,768     |  2025-06-20  | [View](#together_arcee_ai_coder_large_details) |
+| `arcee_ai/arcee-spotlight`                          |  ⚠️   |        ✅        |     ⚠️     |    131,072     |  2025-06-20  | [View](#together_arcee_ai_arcee_spotlight_details) |
+| `meta-llama/Llama-3.2-3B-Instruct-Turbo`            |  ⚠️   |        ✅        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_llama_3.2_3b_instruct_turbo_details) |
+| `meta-llama/Llama-3.3-70B-Instruct-Turbo`           |  ⚠️   |        ✅        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_llama_3.3_70b_instruct_turbo_details) |
+| `meta-llama/Llama-3.3-70B-Instruct-Turbo-Free`      |  ⚠️   |        ✅        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_llama_3.3_70b_instruct_turbo_free_details) |
+| `meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo`     |  ⚠️   |        ✅        |     ❌      |    130,815     |  2025-06-20  | [View](#together_meta_llama_meta_llama_3.1_405b_instruct_turbo_details) |
+| `meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo`      |  ⚠️   |        ✅        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_meta_llama_3.1_70b_instruct_turbo_details) |
+| `nvidia/Llama-3.1-Nemotron-70B-Instruct-HF`         |  ⚠️   |        ✅        |     ❌      |     32,768     |  2025-06-20  | [View](#together_nvidia_llama_3.1_nemotron_70b_instruct_hf_details) |
+| `arcee-ai/virtuoso-medium-v2`                       |  ⚠️   |       ⚠️        |     ✅      |    131,072     |  2025-06-20  | [View](#together_arcee_ai_virtuoso_medium_v2_details) |
+| `meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8` |  ⚠️   |        ❌        |     ✅      |   1,048,576    |  2025-06-20  | [View](#together_meta_llama_llama_4_maverick_17b_128e_instruct_fp8_details) |
+| `Qwen/Qwen3-235B-A22B-fp8-tput`                     |  ⚠️   |       ⚠️        |     ❌      |     40,960     |  2025-06-20  | [View](#together_qwen_qwen3_235b_a22b_fp8_tput_details) |
+| `deepseek-ai/DeepSeek-V3`                           |  ⚠️   |       ⚠️        |     ❌      |    131,072     |  2025-06-20  | [View](#together_deepseek_ai_deepseek_v3_details) |
+| `meta-llama/Llama-4-Scout-17B-16E-Instruct`         |  ⚠️   |       ⚠️        |     ❌      |   1,048,576    |  2025-06-20  | [View](#together_meta_llama_llama_4_scout_17b_16e_instruct_details) |
+| `meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo`       |  ⚠️   |       ⚠️        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_meta_llama_3.1_8b_instruct_turbo_details) |
+| `mistralai/Mixtral-8x7B-Instruct-v0.1`              |  ⚠️   |       ⚠️        |     ❌      |     32,768     |  2025-06-20  | [View](#together_mistralai_mixtral_8x7b_instruct_v0.1_details) |
+| `arcee-ai/caller`                                   |   ❌   |       ⚠️        |     ❌      |     32,768     |  2025-06-20  | [View](#together_arcee_ai_caller_details) |
+| `mistralai/Mistral-Small-24B-Instruct-2501`         |   ❌   |       ⚠️        |     ❌      |     32,768     |  2025-06-20  | [View](#together_mistralai_mistral_small_24b_instruct_2501_details) |
+| `NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO`       |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_nousresearch_nous_hermes_2_mixtral_8x7b_dpo_details) |
+| `Qwen/Qwen2-72B-Instruct`                           |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_qwen_qwen2_72b_instruct_details) |
+| `Qwen/Qwen2-VL-72B-Instruct`                        |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_qwen_qwen2_vl_72b_instruct_details) |
+| `Qwen/Qwen2.5-VL-72B-Instruct`                      |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_qwen_qwen2.5_vl_72b_instruct_details) |
+| `arcee-ai/arcee-blitz`                              |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_arcee_ai_arcee_blitz_details) |
+| `arcee-ai/maestro-reasoning`                        |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_arcee_ai_maestro_reasoning_details) |
+| `deepseek-ai/DeepSeek-R1`                           |   ❌   |        ❌        |     ❌      |    163,840     |  2025-06-20  | [View](#together_deepseek_ai_deepseek_r1_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Llama-70B`         |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_deepseek_ai_deepseek_r1_distill_llama_70b_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Llama-70B-free`    |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_deepseek_ai_deepseek_r1_distill_llama_70b_free_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B`         |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_deepseek_ai_deepseek_r1_distill_qwen_1.5b_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Qwen-14B`          |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_deepseek_ai_deepseek_r1_distill_qwen_14b_details) |
+| `deepseek-ai/DeepSeek-V3-p-dp`                      |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_deepseek_ai_deepseek_v3_p_dp_details) |
+| `google/gemma-2-27b-it`                             |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_google_gemma_2_27b_it_details) |
+| `lgai/exaone-3-5-32b-instruct`                      |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_lgai_exaone_3_5_32b_instruct_details) |
+| `lgai/exaone-deep-32b`                              |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_lgai_exaone_deep_32b_details) |
+| `marin-community/marin-8b-instruct`                 |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_marin_community_marin_8b_instruct_details) |
+| `meta-llama/Llama-3-70b-chat-hf`                    |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_meta_llama_llama_3_70b_chat_hf_details) |
+| `meta-llama/Llama-3-8b-chat-hf`                     |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_meta_llama_llama_3_8b_chat_hf_details) |
+| `meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo`    |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_llama_3.2_11b_vision_instruct_turbo_details) |
+| `meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo`    |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_llama_3.2_90b_vision_instruct_turbo_details) |
+| `meta-llama/Llama-Vision-Free`                      |   ❌   |        ❌        |     ❌      |    131,072     |  2025-06-20  | [View](#together_meta_llama_llama_vision_free_details) |
+| `meta-llama/Meta-Llama-3-70B-Instruct-Turbo`        |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_meta_llama_meta_llama_3_70b_instruct_turbo_details) |
+| `meta-llama/Meta-Llama-3-8B-Instruct-Lite`          |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_meta_llama_meta_llama_3_8b_instruct_lite_details) |
+| `mistralai/Mistral-7B-Instruct-v0.1`                |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_mistralai_mistral_7b_instruct_v0.1_details) |
+| `mistralai/Mistral-7B-Instruct-v0.2`                |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_mistralai_mistral_7b_instruct_v0.2_details) |
+| `mistralai/Mistral-7B-Instruct-v0.3`                |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_mistralai_mistral_7b_instruct_v0.3_details) |
+| `perplexity-ai/r1-1776`                             |   ❌   |        ❌        |     ❌      |    163,840     |  2025-06-20  | [View](#together_perplexity_ai_r1_1776_details) |
+| `scb10x/scb10x-llama3-1-typhoon2-70b-instruct`      |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_scb10x_scb10x_llama3_1_typhoon2_70b_instruct_details) |
+| `scb10x/scb10x-typhoon-2-1-gemma3-12b`              |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_scb10x_scb10x_typhoon_2_1_gemma3_12b_details) |
+| `togethercomputer/MoA-1`                            |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_togethercomputer_moa_1_details) |
+| `togethercomputer/MoA-1-Turbo`                      |   ❌   |        ❌        |     ❌      |     32,768     |  2025-06-20  | [View](#together_togethercomputer_moa_1_turbo_details) |
+| `togethercomputer/Refuel-Llm-V2`                    |   ❌   |        ❌        |     ❌      |     16,384     |  2025-06-20  | [View](#together_togethercomputer_refuel_llm_v2_details) |
+| `togethercomputer/Refuel-Llm-V2-Small`              |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#together_togethercomputer_refuel_llm_v2_small_details) |
+
+
+## deepseek
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `deepseek-chat`                                     |   ❌   |        ❌        |     ❌      |     64,000     |  2025-06-20  | [View](#deepseek_deepseek_chat_details) |
+| `deepseek-reasoner`                                 |   ❌   |        ❌        |     ❌      |     64,000     |  2025-06-20  | [View](#deepseek_deepseek_reasoner_details) |
+
+
+## groq
+
+| Model                                               | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `allam-2-7b`                                        |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_allam_2_7b_details) |
+| `compound-beta`                                     |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_compound_beta_details) |
+| `compound-beta-mini`                                |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_compound_beta_mini_details) |
+| `deepseek-r1-distill-llama-70b`                     |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_deepseek_r1_distill_llama_70b_details) |
+| `distil-whisper-large-v3-en`                        |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_distil_whisper_large_v3_en_details) |
+| `gemma2-9b-it`                                      |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_gemma2_9b_it_details) |
+| `llama-3.1-8b-instant`                              |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_llama_3.1_8b_instant_details) |
+| `llama-3.3-70b-versatile`                           |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_llama_3.3_70b_versatile_details) |
+| `llama-guard-3-8b`                                  |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_llama_guard_3_8b_details) |
+| `llama3-70b-8192`                                   |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_llama3_70b_8192_details) |
+| `llama3-8b-8192`                                    |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_llama3_8b_8192_details) |
+| `meta-llama/llama-4-maverick-17b-128e-instruct`     |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_meta_llama_llama_4_maverick_17b_128e_instruct_details) |
+| `meta-llama/llama-4-scout-17b-16e-instruct`         |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_meta_llama_llama_4_scout_17b_16e_instruct_details) |
+| `meta-llama/llama-guard-4-12b`                      |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_meta_llama_llama_guard_4_12b_details) |
+| `meta-llama/llama-prompt-guard-2-22m`               |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_meta_llama_llama_prompt_guard_2_22m_details) |
+| `meta-llama/llama-prompt-guard-2-86m`               |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_meta_llama_llama_prompt_guard_2_86m_details) |
+| `mistral-saba-24b`                                  |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_mistral_saba_24b_details) |
+| `playai-tts`                                        |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_playai_tts_details) |
+| `playai-tts-arabic`                                 |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_playai_tts_arabic_details) |
+| `qwen-qwq-32b`                                      |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_qwen_qwq_32b_details) |
+| `qwen/qwen3-32b`                                    |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_qwen_qwen3_32b_details) |
+| `whisper-large-v3`                                  |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_whisper_large_v3_details) |
+| `whisper-large-v3-turbo`                            |   ❌   |        ❌        |     ❌      |     8,192      |  2025-06-20  | [View](#groq_whisper_large_v3_turbo_details) |
+
+
+---
+
+# Detailed Test Results
+
+## anthropic
+
+<a id="anthropic_claude_3_5_haiku_20241022_details"></a>
+### claude-3-5-haiku-20241022
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_3_5_sonnet_20241022_details"></a>
+### claude-3-5-sonnet-20241022
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_3_7_sonnet_20250219_details"></a>
+### claude-3-7-sonnet-20250219
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_sonnet_4_20250514_details"></a>
+### claude-sonnet-4-20250514
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_opus_4_20250514_details"></a>
+### claude-opus-4-20250514
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_3_5_sonnet_20240620_details"></a>
+### claude-3-5-sonnet-20240620
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_3_haiku_20240307_details"></a>
+### claude-3-haiku-20240307
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_3_opus_20240229_details"></a>
+### claude-3-opus-20240229
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="anthropic_claude_3_sonnet_20240229_details"></a>
+### claude-3-sonnet-20240229
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## openai
+
+<a id="openai_gpt_4.1_details"></a>
+### gpt-4.1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.1_2025_04_14_details"></a>
+### gpt-4.1-2025-04-14
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.1_nano_2025_04_14_details"></a>
+### gpt-4.1-nano-2025-04-14
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4o_details"></a>
+### gpt-4o
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4o_2024_05_13_details"></a>
+### gpt-4o-2024-05-13
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_turbo_details"></a>
+### gpt-4-turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.1_mini_details"></a>
+### gpt-4.1-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.5_preview_details"></a>
+### gpt-4.5-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.5_preview_2025_02_27_details"></a>
+### gpt-4.5-preview-2025-02-27
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4o_2024_08_06_details"></a>
+### gpt-4o-2024-08-06
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_0613_details"></a>
+### gpt-4-0613
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_1106_preview_details"></a>
+### gpt-4-1106-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_turbo_2024_04_09_details"></a>
+### gpt-4-turbo-2024-04-09
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.1_mini_2025_04_14_details"></a>
+### gpt-4.1-mini-2025-04-14
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4.1_nano_details"></a>
+### gpt-4.1-nano
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4o_2024_11_20_details"></a>
+### gpt-4o-2024-11-20
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_turbo_preview_details"></a>
+### gpt-4-turbo-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_0125_preview_details"></a>
+### gpt-4-0125-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4o_mini_details"></a>
+### gpt-4o-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4o_mini_2024_07_18_details"></a>
+### gpt-4o-mini-2024-07-18
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_gpt_4_details"></a>
+### gpt-4
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o1_details"></a>
+### o1
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o1_2024_12_17_details"></a>
+### o1-2024-12-17
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o3_details"></a>
+### o3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o3_2025_04_16_details"></a>
+### o3-2025-04-16
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o3_mini_details"></a>
+### o3-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o3_mini_2025_01_31_details"></a>
+### o3-mini-2025-01-31
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o3_pro_details"></a>
+### o3-pro
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="openai_o3_pro_2025_06_10_details"></a>
+### o3-pro-2025-06-10
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## google_ai
+
+<a id="google_ai_gemini_1.5_pro_details"></a>
+### gemini-1.5-pro
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_pro_002_details"></a>
+### gemini-1.5-pro-002
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_pro_latest_details"></a>
+### gemini-1.5-pro-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_flash_preview_04_17_thinking_details"></a>
+### gemini-2.5-flash-preview-04-17-thinking
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_pro_preview_03_25_details"></a>
+### gemini-2.5-pro-preview-03-25
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_pro_preview_05_06_details"></a>
+### gemini-2.5-pro-preview-05-06
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_flash_preview_05_20_details"></a>
+### gemini-2.5-flash-preview-05-20
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_thinking_exp_details"></a>
+### gemini-2.0-flash-thinking-exp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_thinking_exp_1219_details"></a>
+### gemini-2.0-flash-thinking-exp-1219
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_thinking_exp_01_21_details"></a>
+### gemini-2.0-flash-thinking-exp-01-21
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_flash_preview_04_17_details"></a>
+### gemini-2.5-flash-preview-04-17
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_pro_preview_06_05_details"></a>
+### gemini-2.5-pro-preview-06-05
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.0_pro_vision_latest_details"></a>
+### gemini-1.0-pro-vision-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_flash_details"></a>
+### gemini-1.5-flash
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_flash_002_details"></a>
+### gemini-1.5-flash-002
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_flash_8b_details"></a>
+### gemini-1.5-flash-8b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_flash_8b_001_details"></a>
+### gemini-1.5-flash-8b-001
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_flash_8b_latest_details"></a>
+### gemini-1.5-flash-8b-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_1.5_flash_latest_details"></a>
+### gemini-1.5-flash-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_details"></a>
+### gemini-2.0-flash
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_001_details"></a>
+### gemini-2.0-flash-001
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_exp_details"></a>
+### gemini-2.0-flash-exp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_exp_image_generation_details"></a>
+### gemini-2.0-flash-exp-image-generation
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_lite_details"></a>
+### gemini-2.0-flash-lite
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_lite_001_details"></a>
+### gemini-2.0-flash-lite-001
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_lite_preview_details"></a>
+### gemini-2.0-flash-lite-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_lite_preview_02_05_details"></a>
+### gemini-2.0-flash-lite-preview-02-05
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_flash_preview_image_generation_details"></a>
+### gemini-2.0-flash-preview-image-generation
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_pro_exp_details"></a>
+### gemini-2.0-pro-exp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.0_pro_exp_02_05_details"></a>
+### gemini-2.0-pro-exp-02-05
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_flash_preview_tts_details"></a>
+### gemini-2.5-flash-preview-tts
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_pro_exp_03_25_details"></a>
+### gemini-2.5-pro-exp-03-25
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_2.5_pro_preview_tts_details"></a>
+### gemini-2.5-pro-preview-tts
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_exp_1206_details"></a>
+### gemini-exp-1206
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="google_ai_gemini_pro_vision_details"></a>
+### gemini-pro-vision
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## letta
+
+<a id="letta_letta_free_details"></a>
+### letta-free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## together
+
+<a id="together_qwen_qwen2.5_72b_instruct_turbo_details"></a>
+### Qwen/Qwen2.5-72B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_virtuoso_large_details"></a>
+### arcee-ai/virtuoso-large
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwq_32b_details"></a>
+### Qwen/QwQ-32B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwen2.5_7b_instruct_turbo_details"></a>
+### Qwen/Qwen2.5-7B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwen2.5_coder_32b_instruct_details"></a>
+### Qwen/Qwen2.5-Coder-32B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_coder_large_details"></a>
+### arcee-ai/coder-large
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_arcee_spotlight_details"></a>
+### arcee_ai/arcee-spotlight
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3.2_3b_instruct_turbo_details"></a>
+### meta-llama/Llama-3.2-3B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3.3_70b_instruct_turbo_details"></a>
+### meta-llama/Llama-3.3-70B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3.3_70b_instruct_turbo_free_details"></a>
+### meta-llama/Llama-3.3-70B-Instruct-Turbo-Free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_meta_llama_3.1_405b_instruct_turbo_details"></a>
+### meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_meta_llama_3.1_70b_instruct_turbo_details"></a>
+### meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_nvidia_llama_3.1_nemotron_70b_instruct_hf_details"></a>
+### nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_virtuoso_medium_v2_details"></a>
+### arcee-ai/virtuoso-medium-v2
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_4_maverick_17b_128e_instruct_fp8_details"></a>
+### meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwen3_235b_a22b_fp8_tput_details"></a>
+### Qwen/Qwen3-235B-A22B-fp8-tput
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_v3_details"></a>
+### deepseek-ai/DeepSeek-V3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_4_scout_17b_16e_instruct_details"></a>
+### meta-llama/Llama-4-Scout-17B-16E-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_meta_llama_3.1_8b_instruct_turbo_details"></a>
+### meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_mistralai_mixtral_8x7b_instruct_v0.1_details"></a>
+### mistralai/Mixtral-8x7B-Instruct-v0.1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_caller_details"></a>
+### arcee-ai/caller
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_mistralai_mistral_small_24b_instruct_2501_details"></a>
+### mistralai/Mistral-Small-24B-Instruct-2501
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_nousresearch_nous_hermes_2_mixtral_8x7b_dpo_details"></a>
+### NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwen2_72b_instruct_details"></a>
+### Qwen/Qwen2-72B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwen2_vl_72b_instruct_details"></a>
+### Qwen/Qwen2-VL-72B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_qwen_qwen2.5_vl_72b_instruct_details"></a>
+### Qwen/Qwen2.5-VL-72B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_arcee_blitz_details"></a>
+### arcee-ai/arcee-blitz
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_arcee_ai_maestro_reasoning_details"></a>
+### arcee-ai/maestro-reasoning
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_r1_details"></a>
+### deepseek-ai/DeepSeek-R1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_r1_distill_llama_70b_details"></a>
+### deepseek-ai/DeepSeek-R1-Distill-Llama-70B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_r1_distill_llama_70b_free_details"></a>
+### deepseek-ai/DeepSeek-R1-Distill-Llama-70B-free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_r1_distill_qwen_1.5b_details"></a>
+### deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_r1_distill_qwen_14b_details"></a>
+### deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_deepseek_ai_deepseek_v3_p_dp_details"></a>
+### deepseek-ai/DeepSeek-V3-p-dp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_google_gemma_2_27b_it_details"></a>
+### google/gemma-2-27b-it
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_lgai_exaone_3_5_32b_instruct_details"></a>
+### lgai/exaone-3-5-32b-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_lgai_exaone_deep_32b_details"></a>
+### lgai/exaone-deep-32b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_marin_community_marin_8b_instruct_details"></a>
+### marin-community/marin-8b-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3_70b_chat_hf_details"></a>
+### meta-llama/Llama-3-70b-chat-hf
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3_8b_chat_hf_details"></a>
+### meta-llama/Llama-3-8b-chat-hf
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3.2_11b_vision_instruct_turbo_details"></a>
+### meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_3.2_90b_vision_instruct_turbo_details"></a>
+### meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_llama_vision_free_details"></a>
+### meta-llama/Llama-Vision-Free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_meta_llama_3_70b_instruct_turbo_details"></a>
+### meta-llama/Meta-Llama-3-70B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_meta_llama_meta_llama_3_8b_instruct_lite_details"></a>
+### meta-llama/Meta-Llama-3-8B-Instruct-Lite
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_mistralai_mistral_7b_instruct_v0.1_details"></a>
+### mistralai/Mistral-7B-Instruct-v0.1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_mistralai_mistral_7b_instruct_v0.2_details"></a>
+### mistralai/Mistral-7B-Instruct-v0.2
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_mistralai_mistral_7b_instruct_v0.3_details"></a>
+### mistralai/Mistral-7B-Instruct-v0.3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_perplexity_ai_r1_1776_details"></a>
+### perplexity-ai/r1-1776
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_scb10x_scb10x_llama3_1_typhoon2_70b_instruct_details"></a>
+### scb10x/scb10x-llama3-1-typhoon2-70b-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_scb10x_scb10x_typhoon_2_1_gemma3_12b_details"></a>
+### scb10x/scb10x-typhoon-2-1-gemma3-12b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_togethercomputer_moa_1_details"></a>
+### togethercomputer/MoA-1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_togethercomputer_moa_1_turbo_details"></a>
+### togethercomputer/MoA-1-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_togethercomputer_refuel_llm_v2_details"></a>
+### togethercomputer/Refuel-Llm-V2
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="together_togethercomputer_refuel_llm_v2_small_details"></a>
+### togethercomputer/Refuel-Llm-V2-Small
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## deepseek
+
+<a id="deepseek_deepseek_chat_details"></a>
+### deepseek-chat
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="deepseek_deepseek_reasoner_details"></a>
+### deepseek-reasoner
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## groq
+
+<a id="groq_allam_2_7b_details"></a>
+### allam-2-7b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_compound_beta_details"></a>
+### compound-beta
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_compound_beta_mini_details"></a>
+### compound-beta-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_deepseek_r1_distill_llama_70b_details"></a>
+### deepseek-r1-distill-llama-70b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_distil_whisper_large_v3_en_details"></a>
+### distil-whisper-large-v3-en
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_gemma2_9b_it_details"></a>
+### gemma2-9b-it
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_llama_3.1_8b_instant_details"></a>
+### llama-3.1-8b-instant
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_llama_3.3_70b_versatile_details"></a>
+### llama-3.3-70b-versatile
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_llama_guard_3_8b_details"></a>
+### llama-guard-3-8b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_llama3_70b_8192_details"></a>
+### llama3-70b-8192
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_llama3_8b_8192_details"></a>
+### llama3-8b-8192
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_meta_llama_llama_4_maverick_17b_128e_instruct_details"></a>
+### meta-llama/llama-4-maverick-17b-128e-instruct
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_meta_llama_llama_4_scout_17b_16e_instruct_details"></a>
+### meta-llama/llama-4-scout-17b-16e-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_meta_llama_llama_guard_4_12b_details"></a>
+### meta-llama/llama-guard-4-12b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_meta_llama_llama_prompt_guard_2_22m_details"></a>
+### meta-llama/llama-prompt-guard-2-22m
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_meta_llama_llama_prompt_guard_2_86m_details"></a>
+### meta-llama/llama-prompt-guard-2-86m
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_mistral_saba_24b_details"></a>
+### mistral-saba-24b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_playai_tts_details"></a>
+### playai-tts
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_playai_tts_arabic_details"></a>
+### playai-tts-arabic
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_qwen_qwq_32b_details"></a>
+### qwen-qwq-32b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_qwen_qwen3_32b_details"></a>
+### qwen/qwen3-32b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_whisper_large_v3_details"></a>
+### whisper-large-v3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+<a id="groq_whisper_large_v3_turbo_details"></a>
+### whisper-large-v3-turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
diff --git a/.github/workflows/model-sweep.yaml b/.github/workflows/model-sweep.yaml
new file mode 100644
index 00000000..e31d1426
--- /dev/null
+++ b/.github/workflows/model-sweep.yaml
@@ -0,0 +1,144 @@
+name: Model Sweep
+on:
+  workflow_dispatch:
+    inputs:
+      branch-name:
+        required: true
+        type: string
+
+jobs:
+  model-sweep:
+    runs-on: [self-hosted, medium]
+    services:
+      qdrant:
+        image: qdrant/qdrant
+        ports:
+          - 6333:6333
+      postgres:
+        image: pgvector/pgvector:pg17
+        ports:
+          - 5432:5432
+        env:
+          POSTGRES_HOST_AUTH_METHOD: trust
+          POSTGRES_DB: postgres
+          POSTGRES_USER: postgres
+        options: >-
+          --health-cmd pg_isready
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+
+    steps:
+      - name: Check if gh is installed
+        run: |
+          if ! command -v gh >/dev/null 2>&1
+          then
+            echo "gh could not be found, installing now..."
+            # install gh cli
+            (type -p wget >/dev/null || (sudo apt update && sudo apt-get install wget -y)) \
+              && sudo mkdir -p -m 755 /etc/apt/keyrings \
+              && out=$(mktemp) && wget -nv -O$out https://cli.github.com/packages/githubcli-archive-keyring.gpg \
+              && cat $out | sudo tee /etc/apt/keyrings/githubcli-archive-keyring.gpg > /dev/null \
+              && sudo chmod go+r /etc/apt/keyrings/githubcli-archive-keyring.gpg \
+              && echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/githubcli-archive-keyring.gpg] https://cli.github.com/packages stable main" | sudo tee /etc/apt/sources.list.d/github-cli.list > /dev/null \
+              && sudo apt update \
+              && sudo apt install gh -y
+          fi
+
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Inject env vars into environment
+        run: |
+          # Get secrets and mask them before adding to environment
+          while IFS= read -r line || [[ -n "$line" ]]; do
+            if [[ -n "$line" ]]; then
+              value=$(echo "$line" | cut -d= -f2-)
+              echo "::add-mask::$value"
+              echo "$line" >> $GITHUB_ENV
+            fi
+          done < <(letta_secrets_helper --env dev --service ci)
+
+      - name: Install dependencies
+        shell: bash
+        run: poetry install --no-interaction --no-root ${{ inputs.install-args || '-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox -E google' }}
+      - name: Migrate database
+        env:
+          LETTA_PG_PORT: 5432
+          LETTA_PG_USER: postgres
+          LETTA_PG_PASSWORD: postgres
+          LETTA_PG_DB: postgres
+          LETTA_PG_HOST: localhost
+        run: |
+          psql -h localhost -U postgres -d postgres -c 'CREATE EXTENSION vector'
+          poetry run alembic upgrade head
+
+      - name: Run integration tests
+        # if any of the 1000+ test cases fail, pytest reports exit code 1 and won't procces/upload the results
+        continue-on-error: true
+        env:
+          LETTA_PG_PORT: 5432
+          LETTA_PG_USER: postgres
+          LETTA_PG_PASSWORD: postgres
+          LETTA_PG_DB: postgres
+          LETTA_PG_HOST: localhost
+          LETTA_SERVER_PASS: test_server_token
+          OPENAI_API_KEY: ${{ env.OPENAI_API_KEY }}
+          ANTHROPIC_API_KEY: ${{ env.ANTHROPIC_API_KEY }}
+          AZURE_API_KEY: ${{ env.AZURE_API_KEY }}
+          AZURE_BASE_URL: ${{ secrets.AZURE_BASE_URL }}
+          GEMINI_API_KEY: ${{ env.GEMINI_API_KEY }}
+          COMPOSIO_API_KEY: ${{ env.COMPOSIO_API_KEY }}
+          GOOGLE_CLOUD_PROJECT: ${{ secrets.GOOGLE_CLOUD_PROJECT}}
+          GOOGLE_CLOUD_LOCATION: ${{ secrets.GOOGLE_CLOUD_LOCATION}}
+          DEEPSEEK_API_KEY: ${{ env.DEEPSEEK_API_KEY}}
+          LETTA_USE_EXPERIMENTAL: 1
+        run: |
+          poetry run pytest \
+            -s -vv \
+            .github/scripts/model-sweep/model_sweep.py \
+            --json-report --json-report-file=.github/scripts/model-sweep/model_sweep_report.json --json-report-indent=4
+
+      - name: Convert report to markdown
+        continue-on-error: true
+        # file path args to generate_model_sweep_markdown.py are relative to the script
+        run: |
+          poetry run python \
+            .github/scripts/model-sweep/generate_model_sweep_markdown.py \
+            .github/scripts/model-sweep/model_sweep_report.json \
+            .github/scripts/model-sweep/supported-models.mdx
+          echo "Model sweep report saved to .github/scripts/model-sweep/supported-models.mdx"
+
+      - id: date
+        run: echo "date=$(date +%Y-%m-%d)" >> $GITHUB_OUTPUT
+
+      - name: commit and open pull request
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          BRANCH_NAME=model-sweep/${{ inputs.branch-name || format('{0}', steps.date.outputs.date) }}
+          gh auth setup-git
+          git config --global user.name "github-actions[bot]"
+          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+          git checkout -b $BRANCH_NAME
+          git add .github/scripts/model-sweep/supported-models.mdx
+          git commit -m "Update model sweep report"
+          # only push if changes were made
+          if git diff main --quiet; then
+            echo "No changes detected, skipping push"
+            exit 0
+          else
+            git push origin $BRANCH_NAME
+            gh pr create \
+              --base main \
+              --head $BRANCH_NAME \
+              --title "chore: update model sweep report" \
+              --body "Automated PR to update model sweep report"
+          fi
+
+      - name: Upload model sweep report
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: model-sweep-report
+          path: .github/scripts/model-sweep/model_sweep_report.json
diff --git a/.github/workflows/notify-letta-cloud.yml b/.github/workflows/notify-letta-cloud.yml
deleted file mode 100644
index 0874be59..00000000
--- a/.github/workflows/notify-letta-cloud.yml
+++ /dev/null
@@ -1,19 +0,0 @@
-name: Notify Letta Cloud
-
-on:
-  push:
-    branches:
-      - main
-
-jobs:
-  notify:
-    runs-on: ubuntu-latest
-    if: ${{ !contains(github.event.head_commit.message, '[sync-skip]') }}
-    steps:
-      - name: Trigger repository_dispatch
-        run: |
-          curl -X POST \
-            -H "Authorization: token ${{ secrets.SYNC_PAT }}" \
-            -H "Accept: application/vnd.github.v3+json" \
-            https://api.github.com/repos/letta-ai/letta-cloud/dispatches \
-            -d '{"event_type":"oss-update"}'
diff --git a/.github/workflows/send-message-integration-tests.yaml b/.github/workflows/send-message-integration-tests.yaml
new file mode 100644
index 00000000..1c7b45e0
--- /dev/null
+++ b/.github/workflows/send-message-integration-tests.yaml
@@ -0,0 +1,155 @@
+name: Send Message SDK Tests
+on:
+  pull_request_target:
+    # branches: [main] # TODO: uncomment before merge
+    types: [labeled]
+    paths:
+      - 'letta/**'
+
+jobs:
+  send-messages:
+    # Only run when the "safe to test" label is applied
+    if: contains(github.event.pull_request.labels.*.name, 'safe to test')
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    strategy:
+      fail-fast: false
+      matrix:
+        config_file:
+          - "openai-gpt-4o-mini.json"
+          - "azure-gpt-4o-mini.json"
+          - "claude-3-5-sonnet.json"
+          - "claude-3-7-sonnet.json"
+          - "claude-3-7-sonnet-extended.json"
+          - "gemini-pro.json"
+          - "gemini-vertex.json"
+    services:
+      qdrant:
+        image: qdrant/qdrant
+        ports:
+          - 6333:6333
+      postgres:
+        image: pgvector/pgvector:pg17
+        ports:
+          - 5432:5432
+        env:
+          POSTGRES_HOST_AUTH_METHOD: trust
+          POSTGRES_DB: postgres
+          POSTGRES_USER: postgres
+        options: >-
+          --health-cmd pg_isready
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+    
+    steps:
+      # Ensure secrets don't leak
+      - name: Configure git to hide secrets
+        run: |
+          git config --global core.logAllRefUpdates false
+          git config --global log.hideCredentials true
+      - name: Set up secret masking
+        run: |
+          # Automatically mask any environment variable ending with _KEY
+          for var in $(env | grep '_KEY=' | cut -d= -f1); do
+            value="${!var}"
+            if [[ -n "$value" ]]; then
+              # Mask the full value
+              echo "::add-mask::$value"
+              
+              # Also mask partial values (first and last several characters)
+              # This helps when only parts of keys appear in logs
+              if [[ ${#value} -gt 8 ]]; then
+                echo "::add-mask::${value:0:8}"
+                echo "::add-mask::${value:(-8)}"
+              fi
+              
+              # Also mask with common formatting changes
+              # Some logs might add quotes or other characters
+              echo "::add-mask::\"$value\""
+              echo "::add-mask::$value\""
+              echo "::add-mask::\"$value"
+              
+              echo "Masked secret: $var (length: ${#value})"
+            fi
+          done
+
+      # Check out base repository code, not the PR's code (for security)
+      - name: Checkout base repository
+        uses: actions/checkout@v4 # No ref specified means it uses base branch
+      
+      # Only extract relevant files from the PR (for security, specifically prevent modification of workflow files)
+      - name: Extract PR schema files
+        run: |
+          # Fetch PR without checking it out
+          git fetch origin pull/${{ github.event.pull_request.number }}/head:pr-${{ github.event.pull_request.number }}
+          
+          # Extract ONLY the schema files
+          git checkout pr-${{ github.event.pull_request.number }} -- letta/
+      - name: Set up python 3.12
+        id: setup-python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.12
+      - name: Load cached Poetry Binary
+        id: cached-poetry-binary
+        uses: actions/cache@v4
+        with:
+          path: ~/.local
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-1.8.3
+      - name: Install Poetry
+        uses: snok/install-poetry@v1
+        with:
+          version: 1.8.3
+          virtualenvs-create: true
+          virtualenvs-in-project: true
+      - name: Load cached venv
+        id: cached-poetry-dependencies
+        uses: actions/cache@v4
+        with:
+          path: .venv
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}${{ inputs.install-args || '-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox' }}
+          # Restore cache with this prefix if not exact match with key
+          # Note cache-hit returns false in this case, so the below step will run
+          restore-keys: |
+            venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-
+      - name: Install dependencies
+        if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+        shell: bash
+        run: poetry install --no-interaction --no-root ${{ inputs.install-args || '-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox -E google' }}
+      - name: Install letta packages via Poetry
+        run: |
+          poetry run pip install --upgrade letta-client letta
+      - name: Migrate database
+        env:
+          LETTA_PG_PORT: 5432
+          LETTA_PG_USER: postgres
+          LETTA_PG_PASSWORD: postgres
+          LETTA_PG_DB: postgres
+          LETTA_PG_HOST: localhost
+        run: |
+          psql -h localhost -U postgres -d postgres -c 'CREATE EXTENSION vector'
+          poetry run alembic upgrade head
+      - name: Run integration tests for ${{ matrix.config_file }}
+        env:
+          LLM_CONFIG_FILE: ${{ matrix.config_file }}
+          LETTA_PG_PORT: 5432
+          LETTA_PG_USER: postgres
+          LETTA_PG_PASSWORD: postgres
+          LETTA_PG_DB: postgres
+          LETTA_PG_HOST: localhost
+          LETTA_SERVER_PASS: test_server_token
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+          AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }}
+          AZURE_BASE_URL: ${{ secrets.AZURE_BASE_URL }}
+          GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
+          COMPOSIO_API_KEY: ${{ secrets.COMPOSIO_API_KEY }}
+          DEEPSEEK_API_KEY: ${{ secrets.DEEPSEEK_API_KEY }}
+          GOOGLE_CLOUD_PROJECT: ${{ secrets.GOOGLE_CLOUD_PROJECT }}
+          GOOGLE_CLOUD_LOCATION: ${{ secrets.GOOGLE_CLOUD_LOCATION }}
+        run: |
+          poetry run pytest \
+            -s -vv \
+            tests/integration_test_send_message.py \
+            --maxfail=1 --durations=10
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 760be895..3ea08c3c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -28,7 +28,7 @@ First, install Poetry using [the official instructions here](https://python-poet
 Once Poetry is installed, navigate to the letta directory and install the Letta project with Poetry:
 ```shell
 cd letta
-poetry shell
+eval $(poetry env activate)
 poetry install --all-extras
 ```
 #### Setup PostgreSQL environment (optional)
diff --git a/README.md b/README.md
index 4aa9d728..aa102ba3 100644
--- a/README.md
+++ b/README.md
@@ -8,26 +8,13 @@
 
 <div align="center">
 <h1>Letta (previously MemGPT)</h1>
-
-**☄️ New release: Letta Agent Development Environment (_read more [here](#-access-the-ade-agent-development-environment)_) ☄️**
-
-<p align="center">
-  <picture>
-    <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/letta-ai/letta/refs/heads/main/assets/example_ade_screenshot.png">
-    <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/letta-ai/letta/refs/heads/main/assets/example_ade_screenshot_light.png">
-    <img alt="Letta logo" src="https://raw.githubusercontent.com/letta-ai/letta/refs/heads/main/assets/example_ade_screenshot.png" width="800">
-  </picture>
-</p>
-
----
-
 <h3>
 
 [Homepage](https://letta.com) // [Documentation](https://docs.letta.com) // [ADE](https://docs.letta.com/agent-development-environment) // [Letta Cloud](https://forms.letta.com/early-access)
 
 </h3>
 
-**👾 Letta** is an open source framework for building stateful LLM applications. You can use Letta to build **stateful agents** with advanced reasoning capabilities and transparent long-term memory. The Letta framework is white box and model-agnostic.
+**👾 Letta** is an open source framework for building **stateful agents** with advanced reasoning capabilities and transparent long-term memory. The Letta framework is white box and model-agnostic.
 
 [![Discord](https://img.shields.io/discord/1161736243340640419?label=Discord&logo=discord&logoColor=5865F2&style=flat-square&color=5865F2)](https://discord.gg/letta)
 [![Twitter Follow](https://img.shields.io/badge/Follow-%40Letta__AI-1DA1F2?style=flat-square&logo=x&logoColor=white)](https://twitter.com/Letta_AI)
@@ -157,7 +144,7 @@ No, the data in your Letta server database stays on your machine. The Letta ADE
 
 > _"Do I have to use your ADE? Can I build my own?"_
 
-The ADE is built on top of the (fully open source) Letta server and Letta Agents API. You can build your own application like the ADE on top of the REST API (view the documention [here](https://docs.letta.com/api-reference)).
+The ADE is built on top of the (fully open source) Letta server and Letta Agents API. You can build your own application like the ADE on top of the REST API (view the documentation [here](https://docs.letta.com/api-reference)).
 
 > _"Can I interact with Letta agents via the CLI?"_
 
diff --git a/dev-compose.yaml b/dev-compose.yaml
index 42239b98..36fd5c54 100644
--- a/dev-compose.yaml
+++ b/dev-compose.yaml
@@ -28,7 +28,6 @@ services:
       - "8083:8083"
       - "8283:8283"
     environment:
-      - SERPAPI_API_KEY=${SERPAPI_API_KEY}
       - LETTA_PG_DB=${LETTA_PG_DB:-letta}
       - LETTA_PG_USER=${LETTA_PG_USER:-letta}
       - LETTA_PG_PASSWORD=${LETTA_PG_PASSWORD:-letta}
diff --git a/examples/docs/example.py b/examples/docs/example.py
index 2f3530a2..f18a0a0c 100644
--- a/examples/docs/example.py
+++ b/examples/docs/example.py
@@ -8,6 +8,7 @@ If you're using Letta Cloud, replace 'baseURL' with 'token'
 See: https://docs.letta.com/api-reference/overview
 
 Execute this script using `poetry run python3 example.py`
+This will install `letta_client` and other dependencies.
 """
 client = Letta(
     base_url="http://localhost:8283",
diff --git a/examples/mcp_example.py b/examples/mcp_example.py
index 9352a1a3..25d1aaf8 100644
--- a/examples/mcp_example.py
+++ b/examples/mcp_example.py
@@ -2,22 +2,33 @@ from pprint import pprint
 
 from letta_client import Letta
 
+# Connect to Letta server
 client = Letta(base_url="http://localhost:8283")
 
+# Use the "everything" mcp server:
+# https://github.com/modelcontextprotocol/servers/tree/main/src/everything
 mcp_server_name = "everything"
 mcp_tool_name = "echo"
 
+# List all McpTool belonging to the "everything" mcp server.
 mcp_tools = client.tools.list_mcp_tools_by_server(
     mcp_server_name=mcp_server_name,
 )
+
+# We can see that "echo" is one of the tools, but it's not
+# a letta tool that can be added to a client (it has no tool id).
 for tool in mcp_tools:
     pprint(tool)
 
+# Create a Tool (with a tool id) using the server and tool names.
 mcp_tool = client.tools.add_mcp_tool(
     mcp_server_name=mcp_server_name,
     mcp_tool_name=mcp_tool_name
 )
 
+# Create an agent with the tool, using tool.id -- note that
+# this is the ONLY tool in the agent, you typically want to
+# also include the default tools.
 agent = client.agents.create(
     memory_blocks=[
         {
@@ -31,6 +42,7 @@ agent = client.agents.create(
 )
 print(f"Created agent id {agent.id}")
 
+# Ask the agent to call the tool.
 response = client.agents.messages.create(
     agent_id=agent.id,
     messages=[
diff --git a/examples/notebooks/Customizing memory management.ipynb b/examples/notebooks/Customizing memory management.ipynb
index af167dce..2df343b4 100644
--- a/examples/notebooks/Customizing memory management.ipynb	
+++ b/examples/notebooks/Customizing memory management.ipynb	
@@ -253,15 +253,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "7808912f-831b-4cdc-8606-40052eb809b4",
    "metadata": {},
    "outputs": [],
    "source": [
-    "from typing import Optional, List\n",
+    "from typing import Optional, List, TYPE_CHECKING\n",
     "import json\n",
     "\n",
-    "def task_queue_push(self: \"Agent\", task_description: str):\n",
+    "if TYPE_CHECKING:\n",
+    "    from letta import AgentState\n",
+    "\n",
+    "def task_queue_push(agent_state: \"AgentState\", task_description: str):\n",
     "    \"\"\"\n",
     "    Push to a task queue stored in core memory. \n",
     "\n",
@@ -273,12 +276,12 @@
     "        does not produce a response.\n",
     "    \"\"\"\n",
     "    import json\n",
-    "    tasks = json.loads(self.memory.get_block(\"tasks\").value)\n",
+    "    tasks = json.loads(agent_state.memory.get_block(\"tasks\").value)\n",
     "    tasks.append(task_description)\n",
-    "    self.memory.update_block_value(\"tasks\", json.dumps(tasks))\n",
+    "    agent_state.memory.update_block_value(\"tasks\", json.dumps(tasks))\n",
     "    return None\n",
     "\n",
-    "def task_queue_pop(self: \"Agent\"):\n",
+    "def task_queue_pop(agent_state: \"AgentState\"):\n",
     "    \"\"\"\n",
     "    Get the next task from the task queue \n",
     "\n",
@@ -288,12 +291,12 @@
     "        None (the task queue is empty)\n",
     "    \"\"\"\n",
     "    import json\n",
-    "    tasks = json.loads(self.memory.get_block(\"tasks\").value)\n",
+    "    tasks = json.loads(agent_state.memory.get_block(\"tasks\").value)\n",
     "    if len(tasks) == 0: \n",
     "        return None\n",
     "    task = tasks[0]\n",
     "    print(\"CURRENT TASKS: \", tasks)\n",
-    "    self.memory.update_block_value(\"tasks\", json.dumps(tasks[1:]))\n",
+    "    agent_state.memory.update_block_value(\"tasks\", json.dumps(tasks[1:]))\n",
     "    return task\n",
     "\n",
     "push_task_tool = client.tools.upsert_from_function(func=task_queue_push)\n",
@@ -310,7 +313,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "135fcf3e-59c4-4da3-b86b-dbffb21aa343",
    "metadata": {},
    "outputs": [],
@@ -336,10 +339,12 @@
     "        ),\n",
     "        CreateBlock(\n",
     "            label=\"tasks\",\n",
-    "            value=\"\",\n",
+    "            value=\"[]\",\n",
     "        ),\n",
     "    ],\n",
     "    tool_ids=[push_task_tool.id, pop_task_tool.id],\n",
+    "    model=\"letta/letta-free\",\n",
+    "    embedding=\"letta/letta-free\",\n",
     ")"
    ]
   },
diff --git a/letta/__init__.py b/letta/__init__.py
index 84bbd53a..c8f0af79 100644
--- a/letta/__init__.py
+++ b/letta/__init__.py
@@ -2,6 +2,7 @@ import os
 
 __version__ = "0.8.8"
 
+
 if os.environ.get("LETTA_VERSION"):
     __version__ = os.environ["LETTA_VERSION"]
 
@@ -9,7 +10,7 @@ if os.environ.get("LETTA_VERSION"):
 # import clients
 from letta.client.client import RESTClient
 
-# # imports for easier access
+# imports for easier access
 from letta.schemas.agent import AgentState
 from letta.schemas.block import Block
 from letta.schemas.embedding_config import EmbeddingConfig
diff --git a/letta/__main__.py b/letta/__main__.py
deleted file mode 100644
index 89f11424..00000000
--- a/letta/__main__.py
+++ /dev/null
@@ -1,3 +0,0 @@
-from .main import app
-
-app()
diff --git a/letta/embeddings.py b/letta/embeddings.py
index 776671b5..54181577 100644
--- a/letta/embeddings.py
+++ b/letta/embeddings.py
@@ -235,7 +235,9 @@ def embedding_model(config: EmbeddingConfig, user_id: Optional[uuid.UUID] = None
 
     if endpoint_type == "openai":
         return OpenAIEmbeddings(
-            api_key=model_settings.openai_api_key, model=config.embedding_model, base_url=model_settings.openai_api_base
+            api_key=model_settings.openai_api_key,
+            model=config.embedding_model,
+            base_url=model_settings.openai_api_base,
         )
 
     elif endpoint_type == "azure":
diff --git a/letta/functions/function_sets/base.py b/letta/functions/function_sets/base.py
index 2748f72c..f70ecb31 100644
--- a/letta/functions/function_sets/base.py
+++ b/letta/functions/function_sets/base.py
@@ -46,7 +46,7 @@ def conversation_search(self: "Agent", query: str, page: Optional[int] = 0) -> O
     count = RETRIEVAL_QUERY_DEFAULT_PAGE_SIZE
     # TODO: add paging by page number. currently cursor only works with strings.
     # original: start=page * count
-    messages = self.message_manager.list_user_messages_for_agent(
+    messages = self.message_manager.list_messages_for_agent(
         agent_id=self.agent_state.id,
         actor=self.user,
         query_text=query,
diff --git a/letta/llm_api/anthropic.py b/letta/llm_api/anthropic.py
index 2fb9b865..81b7ccd3 100644
--- a/letta/llm_api/anthropic.py
+++ b/letta/llm_api/anthropic.py
@@ -55,7 +55,19 @@ BASE_URL = "https://api.anthropic.com/v1"
 # https://docs.anthropic.com/claude/docs/models-overview
 # Sadly hardcoded
 MODEL_LIST = [
-    ## Opus 3
+    {
+        "name": "claude-opus-4-20250514",
+        "context_window": 200000,
+    },
+    {
+        "name": "claude-sonnet-4-20250514",
+        "context_window": 200000,
+    },
+    {
+        "name": "claude-3-5-haiku-20241022",
+        "context_window": 200000,
+    },
+    ## Opus
     {
         "name": "claude-3-opus-20240229",
         "context_window": 200000,
diff --git a/letta/llm_api/anthropic_client.py b/letta/llm_api/anthropic_client.py
index 9e940fe4..2d2c1017 100644
--- a/letta/llm_api/anthropic_client.py
+++ b/letta/llm_api/anthropic_client.py
@@ -246,7 +246,8 @@ class AnthropicClient(LLMClientBase):
         # Move 'system' to the top level
         if messages[0].role != "system":
             raise RuntimeError(f"First message is not a system message, instead has role {messages[0].role}")
-        data["system"] = messages[0].content if isinstance(messages[0].content, str) else messages[0].content[0].text
+        system_content = messages[0].content if isinstance(messages[0].content, str) else messages[0].content[0].text
+        data["system"] = self._add_cache_control_to_system_message(system_content)
         data["messages"] = [
             m.to_anthropic_dict(
                 inner_thoughts_xml_tag=inner_thoughts_xml_tag,
@@ -503,6 +504,22 @@ class AnthropicClient(LLMClientBase):
 
         return chat_completion_response
 
+    def _add_cache_control_to_system_message(self, system_content):
+        """Add cache control to system message content"""
+        if isinstance(system_content, str):
+            # For string content, convert to list format with cache control
+            return [{"type": "text", "text": system_content, "cache_control": {"type": "ephemeral"}}]
+        elif isinstance(system_content, list):
+            # For list content, add cache control to the last text block
+            cached_content = system_content.copy()
+            for i in range(len(cached_content) - 1, -1, -1):
+                if cached_content[i].get("type") == "text":
+                    cached_content[i]["cache_control"] = {"type": "ephemeral"}
+                    break
+            return cached_content
+
+        return system_content
+
 
 def convert_tools_to_anthropic_format(tools: List[OpenAITool]) -> List[dict]:
     """See: https://docs.anthropic.com/claude/docs/tool-use
diff --git a/letta/schemas/llm_config.py b/letta/schemas/llm_config.py
index ab024708..dc0f4f58 100644
--- a/letta/schemas/llm_config.py
+++ b/letta/schemas/llm_config.py
@@ -75,7 +75,8 @@ class LLMConfig(BaseModel):
         description="The reasoning effort to use when generating text reasoning models",
     )
     max_reasoning_tokens: int = Field(
-        0, description="Configurable thinking budget for extended thinking, only used if enable_reasoner is True. Minimum value is 1024."
+        0,
+        description="Configurable thinking budget for extended thinking. Used for enable_reasoner and also for Google Vertex models like Gemini 2.5 Flash. Minimum value is 1024 when used with enable_reasoner.",
     )
 
     # FIXME hack to silence pydantic protected namespace warning
diff --git a/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py b/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py
index 86a0b54f..75579145 100644
--- a/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py
+++ b/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py
@@ -30,9 +30,7 @@ logger = get_logger(__name__)
     responses={
         200: {
             "description": "Successful response",
-            "content": {
-                "text/event-stream": {"description": "Server-Sent Events stream"},
-            },
+            "content": {"text/event-stream": {}},
         }
     },
 )
diff --git a/letta/server/rest_api/routers/v1/tools.py b/letta/server/rest_api/routers/v1/tools.py
index 4feec778..59b93a4e 100644
--- a/letta/server/rest_api/routers/v1/tools.py
+++ b/letta/server/rest_api/routers/v1/tools.py
@@ -105,6 +105,21 @@ async def list_tools(
         raise HTTPException(status_code=500, detail=str(e))
 
 
+@router.get("/count", response_model=int, operation_id="count_tools")
+def count_tools(
+    server: SyncServer = Depends(get_letta_server),
+    actor_id: Optional[str] = Header(None, alias="user_id"),
+):
+    """
+    Get a count of all tools available to agents belonging to the org of the user
+    """
+    try:
+        return server.tool_manager.size(actor=server.user_manager.get_user_or_default(user_id=actor_id))
+    except Exception as e:
+        print(f"Error occurred: {e}")
+        raise HTTPException(status_code=500, detail=str(e))
+
+
 @router.post("/", response_model=Tool, operation_id="create_tool")
 async def create_tool(
     request: ToolCreate = Body(...),
diff --git a/letta/server/rest_api/routers/v1/voice.py b/letta/server/rest_api/routers/v1/voice.py
index e33bf9bf..a8b172de 100644
--- a/letta/server/rest_api/routers/v1/voice.py
+++ b/letta/server/rest_api/routers/v1/voice.py
@@ -25,9 +25,7 @@ logger = get_logger(__name__)
     responses={
         200: {
             "description": "Successful response",
-            "content": {
-                "text/event-stream": {"description": "Server-Sent Events stream"},
-            },
+            "content": {"text/event-stream": {}},
         }
     },
 )
diff --git a/letta/services/agent_manager.py b/letta/services/agent_manager.py
index ac41f37d..3e17740f 100644
--- a/letta/services/agent_manager.py
+++ b/letta/services/agent_manager.py
@@ -2732,7 +2732,7 @@ class AgentManager:
         agent_state = await self.rebuild_system_prompt_async(agent_id=agent_id, actor=actor, force=True)
         calculator = ContextWindowCalculator()
 
-        if os.getenv("LETTA_ENVIRONMENT") == "PRODUCTION" or agent_state.llm_config.model_endpoint_type == "anthropic":
+        if os.getenv("LETTA_ENVIRONMENT") == "PRODUCTION" and agent_state.llm_config.model_endpoint_type == "anthropic":
             anthropic_client = LLMClient.create(provider_type=ProviderType.anthropic, actor=actor)
             model = agent_state.llm_config.model if agent_state.llm_config.model_endpoint_type == "anthropic" else None
 
diff --git a/letta/services/user_manager.py b/letta/services/user_manager.py
index 0f05e41f..02b2c058 100644
--- a/letta/services/user_manager.py
+++ b/letta/services/user_manager.py
@@ -14,6 +14,7 @@ from letta.otel.tracing import trace_method
 from letta.schemas.user import User as PydanticUser
 from letta.schemas.user import UserUpdate
 from letta.server.db import db_registry
+from letta.settings import settings
 from letta.utils import enforce_types
 
 logger = get_logger(__name__)
diff --git a/poetry.lock b/poetry.lock
index c8248b9d..da050a95 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -75,97 +75,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.16"
+version = "3.12.13"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb46bb0f24813e6cede6cc07b1961d4b04f331f7112a23b5e21f567da4ee50aa"},
-    {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:54eb3aead72a5c19fad07219acd882c1643a1027fbcdefac9b502c267242f955"},
-    {file = "aiohttp-3.11.16-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:38bea84ee4fe24ebcc8edeb7b54bf20f06fd53ce4d2cc8b74344c5b9620597fd"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0666afbe984f6933fe72cd1f1c3560d8c55880a0bdd728ad774006eb4241ecd"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7ba92a2d9ace559a0a14b03d87f47e021e4fa7681dc6970ebbc7b447c7d4b7cd"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3ad1d59fd7114e6a08c4814983bb498f391c699f3c78712770077518cae63ff7"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:98b88a2bf26965f2015a771381624dd4b0839034b70d406dc74fd8be4cc053e3"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:576f5ca28d1b3276026f7df3ec841ae460e0fc3aac2a47cbf72eabcfc0f102e1"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a2a450bcce4931b295fc0848f384834c3f9b00edfc2150baafb4488c27953de6"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:37dcee4906454ae377be5937ab2a66a9a88377b11dd7c072df7a7c142b63c37c"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:4d0c970c0d602b1017e2067ff3b7dac41c98fef4f7472ec2ea26fd8a4e8c2149"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:004511d3413737700835e949433536a2fe95a7d0297edd911a1e9705c5b5ea43"},
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 ]
 
 [package.dependencies]
-aiohappyeyeballs = ">=2.3.0"
+aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
@@ -175,7 +180,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aioitertools"
@@ -225,21 +230,41 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "aiosqlite"
+version = "0.21.0"
+description = "asyncio bridge to the standard sqlite3 module"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiosqlite-0.21.0-py3-none-any.whl", hash = "sha256:2549cf4057f95f53dcba16f2b64e8e2791d7e1adedb13197dd8ed77bb226d7d0"},
+    {file = "aiosqlite-0.21.0.tar.gz", hash = "sha256:131bb8056daa3bc875608c631c678cda73922a2d4ba8aec373b19f18c17e7aa3"},
+]
+
+[package.dependencies]
+typing_extensions = ">=4.0"
+
+[package.extras]
+dev = ["attribution (==1.7.1)", "black (==24.3.0)", "build (>=1.2)", "coverage[toml] (==7.6.10)", "flake8 (==7.0.0)", "flake8-bugbear (==24.12.12)", "flit (==3.10.1)", "mypy (==1.14.1)", "ufmt (==2.5.1)", "usort (==1.0.8.post1)"]
+docs = ["sphinx (==8.1.3)", "sphinx-mdinclude (==0.6.1)"]
+
 [[package]]
 name = "alembic"
-version = "1.15.2"
+version = "1.16.2"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "alembic-1.15.2-py3-none-any.whl", hash = "sha256:2e76bd916d547f6900ec4bb5a90aeac1485d2c92536923d0b138c02b126edc53"},
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+    {file = "alembic-1.16.2.tar.gz", hash = "sha256:e53c38ff88dadb92eb22f8b150708367db731d58ad7e9d417c9168ab516cbed8"},
 ]
 
 [package.dependencies]
 Mako = "*"
 SQLAlchemy = ">=1.4.0"
+tomli = {version = "*", markers = "python_version < \"3.11\""}
 typing-extensions = ">=4.12"
 
 [package.extras]
@@ -395,15 +420,28 @@ test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-optional = true
+optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(extra == \"redis\" or extra == \"all\") and python_full_version < \"3.11.3\" or python_version == \"3.10\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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 ]
 
+[[package]]
+name = "async-timeout"
+version = "5.0.1"
+description = "Timeout context manager for asyncio programs"
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "(extra == \"redis\" or extra == \"all\") and python_full_version < \"3.11.3\" and python_version == \"3.11\""
+files = [
+    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
+    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
+]
+
 [[package]]
 name = "asyncpg"
 version = "0.30.0"
@@ -511,14 +549,14 @@ tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "banks"
-version = "2.1.1"
+version = "2.1.2"
 description = "A prompt programming language"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "banks-2.1.1-py3-none-any.whl", hash = "sha256:06e4ee46a0ff2fcdf5f64a5f028a7b7ceb719d5c7b9339f5aa90b24936fbb7f5"},
-    {file = "banks-2.1.1.tar.gz", hash = "sha256:95ec9c8f3c173c9f1c21eb2451ba0e21dda87f1ceb738854fabadb54bc387b86"},
+    {file = "banks-2.1.2-py3-none-any.whl", hash = "sha256:7fba451069f6bea376483b8136a0f29cb1e6883133626d00e077e20a3d102c0e"},
+    {file = "banks-2.1.2.tar.gz", hash = "sha256:a0651db9d14b57fa2e115e78f68dbb1b36fe226ad6eef96192542908b1d20c1f"},
 ]
 
 [package.dependencies]
@@ -598,14 +636,14 @@ typecheck = ["mypy"]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.3"
+version = "4.13.4"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -619,6 +657,19 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
+[[package]]
+name = "bidict"
+version = "0.23.1"
+description = "The bidirectional mapping library for Python."
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
+files = [
+    {file = "bidict-0.23.1-py3-none-any.whl", hash = "sha256:5dae8d4d79b552a71cbabc7deb25dfe8ce710b17ff41711e13010ead2abfc3e5"},
+    {file = "bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71"},
+]
+
 [[package]]
 name = "black"
 version = "24.10.0"
@@ -979,104 +1030,104 @@ files = [
 
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 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
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 ]
 
 [[package]]
@@ -1126,14 +1177,14 @@ test = ["pytest"]
 
 [[package]]
 name = "composio-core"
-version = "0.7.15"
+version = "0.7.19"
 description = "Core package to act as a bridge between composio platform and other services."
 optional = false
 python-versions = "<4,>=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
@@ -1145,6 +1196,7 @@ inflection = ">=0.5.1"
 jsonref = ">=1.1.0"
 jsonschema = ">=4.21.1,<5"
 paramiko = ">=3.4.1"
+Pillow = ">=10.2.0,<11"
 pydantic = ">=2.6.4"
 pyperclip = ">=1.8.2,<2"
 pysher = "1.0.8"
@@ -1156,7 +1208,7 @@ sentry-sdk = ">=2.0.0"
 uvicorn = "*"
 
 [package.extras]
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 docker = ["docker (>=7.1.0)"]
 e2b = ["e2b (>=0.17.2a37,<1.1.0)", "e2b-code-interpreter"]
 flyio = ["gql", "requests_toolbelt"]
@@ -1164,15 +1216,15 @@ tools = ["diskcache", "flake8", "networkx", "pathspec", "pygments", "ruff", "tra
 
 [[package]]
 name = "configargparse"
-version = "1.7"
+version = "1.7.1"
 description = "A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables."
 optional = true
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
 files = [
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 ]
 
 [package.extras]
@@ -1258,60 +1310,62 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
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 [package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+cffi = {version = ">=1.14", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
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 sdist = ["build (>=1.0.0)"]
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 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -1383,38 +1437,38 @@ validation = ["openapi-spec-validator (>=0.2.8,<0.7.0)", "prance (>=0.18.2)"]
 
 [[package]]
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 python-versions = ">=3.8"
 groups = ["dev"]
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 ]
 
 [[package]]
@@ -1555,15 +1609,15 @@ files = [
 
 [[package]]
 name = "e2b"
-version = "1.3.3"
+version = "1.5.2"
 description = "E2B SDK that give agents cloud environments"
 optional = true
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 markers = "extra == \"cloud-tool-sandbox\""
 files = [
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 ]
 
 [package.dependencies]
@@ -1571,26 +1625,26 @@ attrs = ">=23.2.0"
 httpcore = ">=1.0.5,<2.0.0"
 httpx = ">=0.27.0,<1.0.0"
 packaging = ">=24.1"
-protobuf = ">=3.20.0,<6.0.0"
+protobuf = ">=5.29.4,<6.0.0"
 python-dateutil = ">=2.8.2"
 typing-extensions = ">=4.1.0"
 
 [[package]]
 name = "e2b-code-interpreter"
-version = "1.2.0"
+version = "1.5.1"
 description = "E2B Code Interpreter - Stateful code execution"
 optional = true
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 markers = "extra == \"cloud-tool-sandbox\""
 files = [
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 ]
 
 [package.dependencies]
 attrs = ">=21.3.0"
-e2b = ">=1.3.1,<2.0.0"
+e2b = ">=1.4.0,<2.0.0"
 httpx = ">=0.20.0,<1.0.0"
 
 [[package]]
@@ -1626,17 +1680,20 @@ tests = ["pytest"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev", "dev,tests"]
 markers = "python_version == \"3.10\""
 files = [
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 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -1673,14 +1730,14 @@ tzdata = "*"
 
 [[package]]
 name = "fastapi"
-version = "0.115.12"
+version = "0.115.13"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
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 [package.dependencies]
@@ -1724,15 +1781,15 @@ files = [
 
 [[package]]
 name = "firecrawl-py"
-version = "2.8.0"
+version = "2.9.0"
 description = "Python SDK for Firecrawl API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "extra == \"external-tools\""
 files = [
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 [package.dependencies]
@@ -1745,23 +1802,24 @@ websockets = "*"
 
 [[package]]
 name = "flask"
-version = "3.1.0"
+version = "3.1.1"
 description = "A simple framework for building complex web applications."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
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 [package.dependencies]
-blinker = ">=1.9"
+blinker = ">=1.9.0"
 click = ">=8.1.3"
-itsdangerous = ">=2.2"
-Jinja2 = ">=3.1.2"
-Werkzeug = ">=3.1"
+itsdangerous = ">=2.2.0"
+jinja2 = ">=3.1.2"
+markupsafe = ">=2.1.1"
+werkzeug = ">=3.1.0"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -1769,15 +1827,15 @@ dotenv = ["python-dotenv"]
 
 [[package]]
 name = "flask-cors"
-version = "5.0.1"
+version = "6.0.1"
 description = "A Flask extension simplifying CORS support"
 optional = true
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
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 ]
 
 [package.dependencies]
@@ -1803,62 +1861,54 @@ Werkzeug = ">=1.0.1"
 
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 name = "fonttools"
-version = "4.57.0"
+version = "4.58.4"
 description = "Tools to manipulate font files"
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+python-versions = ">=3.9"
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 [package.dependencies]
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-greenlet = {version = ">=3.1.1", markers = "platform_python_implementation == \"CPython\""}
+greenlet = {version = ">=3.2.2", markers = "platform_python_implementation == \"CPython\""}
 "zope.event" = "*"
 "zope.interface" = "*"
 
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 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -2193,15 +2262,15 @@ examples = ["oauth2"]
 
 [[package]]
 name = "google-auth"
-version = "2.38.0"
+version = "2.40.3"
 description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
 markers = "extra == \"google\""
 files = [
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 ]
 
 [package.dependencies]
@@ -2210,24 +2279,26 @@ pyasn1-modules = ">=0.2.1"
 rsa = ">=3.1.4,<5"
 
 [package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
-requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
+requests = ["requests (>=2.20.0,<3.0.0)"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+urllib3 = ["packaging", "urllib3"]
 
 [[package]]
 name = "google-genai"
-version = "1.15.0"
+version = "1.21.1"
 description = "GenAI Python SDK"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"google\""
 files = [
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 ]
 
 [package.dependencies]
@@ -2236,19 +2307,23 @@ google-auth = ">=2.14.1,<3.0.0"
 httpx = ">=0.28.1,<1.0.0"
 pydantic = ">=2.0.0,<3.0.0"
 requests = ">=2.28.1,<3.0.0"
+tenacity = ">=8.2.3,<9.0.0"
 typing-extensions = ">=4.11.0,<5.0.0"
 websockets = ">=13.0.0,<15.1.0"
 
+[package.extras]
+aiohttp = ["aiohttp (<4.0.0)"]
+
 [[package]]
 name = "googleapis-common-protos"
-version = "1.69.2"
+version = "1.70.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2259,93 +2334,96 @@ grpc = ["grpcio (>=1.44.0,<2.0.0)"]
 
 [[package]]
 name = "granian"
-version = "2.3.2"
+version = "2.3.4"
 description = "A Rust HTTP server for Python applications"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"experimental\" or extra == \"all\""
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 [package.dependencies]
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@@ -2450,14 +2509,14 @@ test = ["objgraph", "psutil"]
 
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 name = "grpcio-tools"
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 [[package]]
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 python-versions = ">=3.10"
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@@ -2863,6 +2922,56 @@ qtconsole = ["qtconsole"]
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 test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
+[[package]]
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+description = "IPython: Productive Interactive Computing"
+optional = false
+python-versions = ">=3.11"
+groups = ["main", "dev"]
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+]
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+
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+decorator = "*"
+ipython-pygments-lexers = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt_toolkit = ">=3.0.41,<3.1.0"
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+stack_data = "*"
+traitlets = ">=5.13.0"
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+
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+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib"]
+test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
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+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
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+
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+
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 version = "5.13.2"
@@ -2932,88 +3041,89 @@ i18n = ["Babel (>=2.7)"]
 
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+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
 ]
 
 [package.dependencies]
@@ -3144,14 +3254,14 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"
 
 [[package]]
 name = "jupyter-core"
-version = "5.7.2"
+version = "5.8.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
-    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
+    {file = "jupyter_core-5.8.1-py3-none-any.whl", hash = "sha256:c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0"},
+    {file = "jupyter_core-5.8.1.tar.gz", hash = "sha256:0a5f9706f70e64786b75acba995988915ebd4601c8a52e534a40b51c95f59941"},
 ]
 
 [package.dependencies]
@@ -3160,8 +3270,8 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "kiwisolver"
@@ -3255,22 +3365,22 @@ files = [
 
 [[package]]
 name = "langchain"
-version = "0.3.23"
+version = "0.3.26"
 description = "Building applications with LLMs through composability"
 optional = true
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\""
 files = [
-    {file = "langchain-0.3.23-py3-none-any.whl", hash = "sha256:084f05ee7e80b7c3f378ebadd7309f2a37868ce2906fa0ae64365a67843ade3d"},
-    {file = "langchain-0.3.23.tar.gz", hash = "sha256:d95004afe8abebb52d51d6026270248da3f4b53d93e9bf699f76005e0c83ad34"},
+    {file = "langchain-0.3.26-py3-none-any.whl", hash = "sha256:361bb2e61371024a8c473da9f9c55f4ee50f269c5ab43afdb2b1309cb7ac36cf"},
+    {file = "langchain-0.3.26.tar.gz", hash = "sha256:8ff034ee0556d3e45eff1f1e96d0d745ced57858414dba7171c8ebdbeb5580c9"},
 ]
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.3.51,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
 langchain-text-splitters = ">=0.3.8,<1.0.0"
-langsmith = ">=0.1.17,<0.4"
+langsmith = ">=0.1.17"
 pydantic = ">=2.7.4,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -3302,7 +3412,7 @@ description = "Community contributed LangChain integrations."
 optional = true
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
-markers = "extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\""
+markers = "python_version == \"3.13\" and (extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\")"
 files = [
     {file = "langchain_community-0.3.21-py3-none-any.whl", hash = "sha256:8cb9bbb7ef15e5eea776193528dd0e0e1299047146d0c78b6c696ae2dc62e81f"},
     {file = "langchain_community-0.3.21.tar.gz", hash = "sha256:b87b9992cbeea7553ed93e3d39faf9893a8690318485f7dc861751c7878729f7"},
@@ -3322,27 +3432,51 @@ requests = ">=2,<3"
 SQLAlchemy = ">=1.4,<3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
+[[package]]
+name = "langchain-community"
+version = "0.3.26"
+description = "Community contributed LangChain integrations."
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "(extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\") and python_version < \"3.13\""
+files = [
+    {file = "langchain_community-0.3.26-py3-none-any.whl", hash = "sha256:b25a553ee9d44a6c02092a440da6c561a9312c7013ffc25365ac3f8694edb53a"},
+    {file = "langchain_community-0.3.26.tar.gz", hash = "sha256:49f9d71dc20bc42ccecd6875d02fafef1be0e211a0b22cecbd678f5fd3719487"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.8.3,<4.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+httpx-sse = ">=0.4.0,<1.0.0"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
+numpy = {version = ">=1.26.2", markers = "python_version < \"3.13\""}
+pydantic-settings = ">=2.4.0,<3.0.0"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
 [[package]]
 name = "langchain-core"
-version = "0.3.51"
+version = "0.3.66"
 description = "Building applications with LLMs through composability"
 optional = true
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\""
 files = [
-    {file = "langchain_core-0.3.51-py3-none-any.whl", hash = "sha256:4bd71e8acd45362aa428953f2a91d8162318014544a2216e4b769463caf68e13"},
-    {file = "langchain_core-0.3.51.tar.gz", hash = "sha256:db76b9cc331411602cb40ba0469a161febe7a0663fbcaddbc9056046ac2d22f4"},
+    {file = "langchain_core-0.3.66-py3-none-any.whl", hash = "sha256:65cd6c3659afa4f91de7aa681397a0c53ff9282425c281e53646dd7faf16099e"},
+    {file = "langchain_core-0.3.66.tar.gz", hash = "sha256:350c92e792ec1401f4b740d759b95f297710a50de29e1be9fbfff8676ef62117"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.125,<0.4"
+langsmith = ">=0.3.45"
 packaging = ">=23.2,<25"
-pydantic = [
-    {version = ">=2.5.2,<3.0.0", markers = "python_full_version < \"3.12.4\""},
-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
-]
+pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
@@ -3365,15 +3499,43 @@ langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langsmith"
-version = "0.3.28"
+version = "0.3.45"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = true
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\""
+markers = "python_version == \"3.13\" and (extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\")"
 files = [
-    {file = "langsmith-0.3.28-py3-none-any.whl", hash = "sha256:54ac8815514af52d9c801ad7970086693667e266bf1db90fc453c1759e8407cd"},
-    {file = "langsmith-0.3.28.tar.gz", hash = "sha256:4666595207131d7f8d83418e54dc86c05e28562e5c997633e7c33fc18f9aeb89"},
+    {file = "langsmith-0.3.45-py3-none-any.whl", hash = "sha256:5b55f0518601fa65f3bb6b1a3100379a96aa7b3ed5e9380581615ba9c65ed8ed"},
+    {file = "langsmith-0.3.45.tar.gz", hash = "sha256:1df3c6820c73ed210b2c7bc5cdb7bfa19ddc9126cd03fdf0da54e2e171e6094d"},
+]
+
+[package.dependencies]
+httpx = ">=0.23.0,<1"
+orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
+packaging = ">=23.2"
+pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
+requests = ">=2,<3"
+requests-toolbelt = ">=1.0.0,<2.0.0"
+zstandard = ">=0.23.0,<0.24.0"
+
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
+otel = ["opentelemetry-api (>=1.30.0,<2.0.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0,<2.0.0)", "opentelemetry-sdk (>=1.30.0,<2.0.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
+
+[[package]]
+name = "langsmith"
+version = "0.4.1"
+description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "(extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\") and python_version < \"3.13\""
+files = [
+    {file = "langsmith-0.4.1-py3-none-any.whl", hash = "sha256:19c4c40bbb6735cb1136c453b2edcde265ca5ba1b108b7e0e3583ec4bda28625"},
+    {file = "langsmith-0.4.1.tar.gz", hash = "sha256:ae8ec403fb2b9cabcfc3b0c54556d65555598c85879dac83b009576927f7eb1d"},
 ]
 
 [package.dependencies]
@@ -3415,14 +3577,14 @@ typing_extensions = ">=4.0.0"
 
 [[package]]
 name = "llama-cloud"
-version = "0.1.18"
+version = "0.1.26"
 description = ""
 optional = false
 python-versions = "<4,>=3.8"
 groups = ["main"]
 files = [
-    {file = "llama_cloud-0.1.18-py3-none-any.whl", hash = "sha256:5842722a0c3033afa930b4a50d43e6f1e77ff1dab12383a769dc51a15fb87c9b"},
-    {file = "llama_cloud-0.1.18.tar.gz", hash = "sha256:65cb88b1cb1a3a0e63e4438e8c8a2e6013dfdafbb4201d274c0459e5d04fb328"},
+    {file = "llama_cloud-0.1.26-py3-none-any.whl", hash = "sha256:2c0b2663e619b71c0645885ef622d6443725ab37bdc6ae5fb723e097f3af9459"},
+    {file = "llama_cloud-0.1.26.tar.gz", hash = "sha256:b307f91b1ad97189b5278119ac4ad665931b65f240fb643b3e384d0a1fc81f56"},
 ]
 
 [package.dependencies]
@@ -3432,117 +3594,118 @@ pydantic = ">=1.10"
 
 [[package]]
 name = "llama-cloud-services"
-version = "0.6.10"
+version = "0.6.34"
 description = "Tailored SDK clients for LlamaCloud services."
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "llama_cloud_services-0.6.10-py3-none-any.whl", hash = "sha256:61d13ace89c6090274c118dfdb2a8d5d098ef39a4c0a58907cc255bc4c41a1ac"},
-    {file = "llama_cloud_services-0.6.10.tar.gz", hash = "sha256:86efc70546963ca0893da46effdcdd16d6c787b5412cbf26de17ce5750e8050f"},
+    {file = "llama_cloud_services-0.6.34-py3-none-any.whl", hash = "sha256:02df81b03ed0286422a1cce0c650a3fe0eba385c88b12ac690a23153aab55432"},
+    {file = "llama_cloud_services-0.6.34.tar.gz", hash = "sha256:b56884ee0cc2298fd625b6b6d9f161e09340cb962cdb04006770ecf097e925ae"},
 ]
 
 [package.dependencies]
 click = ">=8.1.7,<9.0.0"
-llama-cloud = ">=0.1.18,<0.2.0"
-llama-index-core = ">=0.11.0"
+llama-cloud = "0.1.26"
+llama-index-core = ">=0.12.0"
 platformdirs = ">=4.3.7,<5.0.0"
-pydantic = "!=2.10"
+pydantic = ">=2.8,<2.10 || >2.10"
 python-dotenv = ">=1.0.1,<2.0.0"
 
 [[package]]
 name = "llama-index"
-version = "0.12.29"
+version = "0.12.42"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "llama_index-0.12.29-py3-none-any.whl", hash = "sha256:fc581374417a1ce787fc8580247dc3d36ef3c670a18ee77282662c17b72e380e"},
-    {file = "llama_index-0.12.29.tar.gz", hash = "sha256:2a07e1509550638964daab7ddd8f7c6a282a72c17bab60930f5a1059dd3caeac"},
+    {file = "llama_index-0.12.42-py3-none-any.whl", hash = "sha256:9a304b2bd71d6772fc6c2e9995e119815c00716fc98813b15ea79caee09f1fe2"},
+    {file = "llama_index-0.12.42.tar.gz", hash = "sha256:d2bd2b9ea06bc42ebe74697aaa0b66c79bd3dee8ff5d06c53294d49ca44512e7"},
 ]
 
 [package.dependencies]
-llama-index-agent-openai = ">=0.4.0,<0.5.0"
-llama-index-cli = ">=0.4.1,<0.5.0"
-llama-index-core = ">=0.12.29,<0.13.0"
-llama-index-embeddings-openai = ">=0.3.0,<0.4.0"
+llama-index-agent-openai = ">=0.4.0,<0.5"
+llama-index-cli = ">=0.4.2,<0.5"
+llama-index-core = ">=0.12.42,<0.13"
+llama-index-embeddings-openai = ">=0.3.0,<0.4"
 llama-index-indices-managed-llama-cloud = ">=0.4.0"
-llama-index-llms-openai = ">=0.3.0,<0.4.0"
-llama-index-multi-modal-llms-openai = ">=0.4.0,<0.5.0"
-llama-index-program-openai = ">=0.3.0,<0.4.0"
-llama-index-question-gen-openai = ">=0.3.0,<0.4.0"
-llama-index-readers-file = ">=0.4.0,<0.5.0"
+llama-index-llms-openai = ">=0.4.0,<0.5"
+llama-index-multi-modal-llms-openai = ">=0.5.0,<0.6"
+llama-index-program-openai = ">=0.3.0,<0.4"
+llama-index-question-gen-openai = ">=0.3.0,<0.4"
+llama-index-readers-file = ">=0.4.0,<0.5"
 llama-index-readers-llama-parse = ">=0.4.0"
 nltk = ">3.8.1"
 
 [[package]]
 name = "llama-index-agent-openai"
-version = "0.4.6"
+version = "0.4.11"
 description = "llama-index agent openai integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "llama_index_agent_openai-0.4.6-py3-none-any.whl", hash = "sha256:4103e479c874cb3426aa59a13f91b6e2dc6b350c51457966631f8bdaf9a6a8e8"},
-    {file = "llama_index_agent_openai-0.4.6.tar.gz", hash = "sha256:4f66c1731836ab66c4b441255a95f33a51743e4993b8aa9daf430cb31aa7d48e"},
+    {file = "llama_index_agent_openai-0.4.11-py3-none-any.whl", hash = "sha256:957bae65a072bde8b6c4c49fbd6e1cb47c182f55fa8fd2d748eb008176c22fe0"},
+    {file = "llama_index_agent_openai-0.4.11.tar.gz", hash = "sha256:bcd25f34412d1700f19a691c5f47db48f438f72a09f7467a20cffc6d3fdc326c"},
 ]
 
 [package.dependencies]
-llama-index-core = ">=0.12.18,<0.13.0"
-llama-index-llms-openai = ">=0.3.0,<0.4.0"
+llama-index-core = ">=0.12.41,<0.13"
+llama-index-llms-openai = ">=0.4.0,<0.5"
 openai = ">=1.14.0"
 
 [[package]]
 name = "llama-index-cli"
-version = "0.4.1"
+version = "0.4.3"
 description = "llama-index cli"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "llama_index_cli-0.4.1-py3-none-any.whl", hash = "sha256:6dfc931aea5b90c256e476b48dfac76f48fb2308fdf656bb02ee1e4f2cab8b06"},
-    {file = "llama_index_cli-0.4.1.tar.gz", hash = "sha256:3f97f1f8f5f401dfb5b6bc7170717c176dcd981538017430073ef12ffdcbddfa"},
+    {file = "llama_index_cli-0.4.3-py3-none-any.whl", hash = "sha256:f0af55ce4b90e5a2466e394b88f4ac6085ea3e6286019bc3f49de6673ce2238d"},
+    {file = "llama_index_cli-0.4.3.tar.gz", hash = "sha256:dae8183a10551bbd89686b94ed294a6cf44633c3dd6285c4f991c85031b7a55f"},
 ]
 
 [package.dependencies]
-llama-index-core = ">=0.12.0,<0.13.0"
-llama-index-embeddings-openai = ">=0.3.0,<0.4.0"
-llama-index-llms-openai = ">=0.3.0,<0.4.0"
+llama-index-core = ">=0.12.0,<0.13"
+llama-index-embeddings-openai = ">=0.3.1,<0.4"
+llama-index-llms-openai = ">=0.4.0,<0.5"
 
 [[package]]
 name = "llama-index-core"
-version = "0.12.30"
+version = "0.12.42"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "llama_index_core-0.12.30-py3-none-any.whl", hash = "sha256:6e0b33158de52108debe66528adb84adb626aed5c6c7762874fb7a799d8c48a9"},
-    {file = "llama_index_core-0.12.30.tar.gz", hash = "sha256:dfbed9cdba18358750ad3895cd97fa1ea0dd0b856bbd623a4904ac61641e2765"},
+    {file = "llama_index_core-0.12.42-py3-none-any.whl", hash = "sha256:0534cd9a4f6113175aa406a47ae9a683b5a43fd55532e9dbbffa96838ff18e07"},
+    {file = "llama_index_core-0.12.42.tar.gz", hash = "sha256:cff21fe15610826997c876a6b1d28d52727932c5f9c2af04b23e041a10f40a24"},
 ]
 
 [package.dependencies]
-aiohttp = ">=3.8.6,<4.0.0"
-banks = ">=2.0.0,<3.0.0"
+aiohttp = ">=3.8.6,<4"
+aiosqlite = "*"
+banks = ">=2.0.0,<3"
 dataclasses-json = "*"
 deprecated = ">=1.2.9.3"
-dirtyjson = ">=1.0.8,<2.0.0"
-filetype = ">=1.2.0,<2.0.0"
+dirtyjson = ">=1.0.8,<2"
+filetype = ">=1.2.0,<2"
 fsspec = ">=2023.5.0"
 httpx = "*"
-nest-asyncio = ">=1.5.8,<2.0.0"
+nest-asyncio = ">=1.5.8,<2"
 networkx = ">=3.0"
 nltk = ">3.8.1"
 numpy = "*"
 pillow = ">=9.0.0"
 pydantic = ">=2.8.0"
-PyYAML = ">=6.0.1"
+pyyaml = ">=6.0.1"
 requests = ">=2.31.0"
-SQLAlchemy = {version = ">=1.4.49", extras = ["asyncio"]}
+sqlalchemy = {version = ">=1.4.49", extras = ["asyncio"]}
 tenacity = ">=8.2.0,<8.4.0 || >8.4.0,<10.0.0"
-tiktoken = ">=0.3.3"
-tqdm = ">=4.66.1,<5.0.0"
+tiktoken = ">=0.7.0"
+tqdm = ">=4.66.1,<5"
 typing-extensions = ">=4.5.0"
 typing-inspect = ">=0.8.0"
 wrapt = "*"
@@ -3565,107 +3728,107 @@ openai = ">=1.1.0"
 
 [[package]]
 name = "llama-index-indices-managed-llama-cloud"
-version = "0.6.11"
+version = "0.7.7"
 description = "llama-index indices llama-cloud integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
-llama-cloud = ">=0.1.13,<0.2.0"
-llama-index-core = ">=0.12.0,<0.13.0"
+llama-cloud = "0.1.26"
+llama-index-core = ">=0.12.0,<0.13"
 
 [[package]]
 name = "llama-index-llms-openai"
-version = "0.3.33"
+version = "0.4.7"
 description = "llama-index llms openai integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
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-openai = ">=1.66.3,<2.0.0"
+llama-index-core = ">=0.12.41,<0.13"
+openai = ">=1.81.0,<2"
 
 [[package]]
 name = "llama-index-multi-modal-llms-openai"
-version = "0.4.3"
+version = "0.5.1"
 description = "llama-index multi-modal-llms openai integration"
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 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
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+llama-index-core = ">=0.12.3,<0.13"
+llama-index-llms-openai = ">=0.4.0,<0.5"
 
 [[package]]
 name = "llama-index-program-openai"
-version = "0.3.1"
+version = "0.3.2"
 description = "llama-index program openai integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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-llama-index-llms-openai = ">=0.3.0,<0.4.0"
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+llama-index-core = ">=0.12.0,<0.13"
+llama-index-llms-openai = ">=0.4.0,<0.5"
 
 [[package]]
 name = "llama-index-question-gen-openai"
-version = "0.3.0"
+version = "0.3.1"
 description = "llama-index question_gen openai integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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-llama-index-llms-openai = ">=0.3.0,<0.4.0"
-llama-index-program-openai = ">=0.3.0,<0.4.0"
+llama-index-core = ">=0.12.0,<0.13"
+llama-index-llms-openai = ">=0.4.0,<0.5"
+llama-index-program-openai = ">=0.3.0,<0.4"
 
 [[package]]
 name = "llama-index-readers-file"
-version = "0.4.7"
+version = "0.4.9"
 description = "llama-index readers file integration"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
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-llama-index-core = ">=0.12.0,<0.13.0"
-pandas = "*"
-pypdf = ">=5.1.0,<6.0.0"
+beautifulsoup4 = ">=4.12.3,<5"
+llama-index-core = ">=0.12.0,<0.13"
+pandas = "<2.3.0"
+pypdf = ">=5.1.0,<6"
 striprtf = ">=0.0.26,<0.0.27"
 
 [package.extras]
-pymupdf = ["pymupdf (>=1.23.21,<2.0.0)"]
+pymupdf = ["pymupdf (>=1.23.21,<2)"]
 
 [[package]]
 name = "llama-index-readers-llama-parse"
@@ -3685,39 +3848,40 @@ llama-parse = ">=0.5.0"
 
 [[package]]
 name = "llama-parse"
-version = "0.6.9"
+version = "0.6.34"
 description = "Parse files into RAG-Optimized formats."
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
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 [[package]]
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+version = "2.37.11"
 description = "Developer-friendly load testing framework"
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 python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
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 ]
 
 [package.dependencies]
-configargparse = ">=1.5.5"
+configargparse = ">=1.7.1"
 flask = ">=2.0.0"
 flask-cors = ">=3.0.10"
 flask-login = ">=0.6.3"
-gevent = {version = ">=22.10.2", markers = "python_version <= \"3.12\""}
+gevent = ">=24.10.1,<26.0.0"
 geventhttpclient = ">=2.3.1"
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 msgpack = ">=1.0.0"
 psutil = ">=5.9.1"
 pywin32 = {version = "*", markers = "sys_platform == \"win32\""}
@@ -3731,6 +3895,27 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.11\""}
 werkzeug = ">=2.0.0"
 
+[[package]]
+name = "locust-cloud"
+version = "1.24.2"
+description = "Locust Cloud"
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
+files = [
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+]
+
+[package.dependencies]
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+gevent = ">=24.10.1,<26.0.0"
+platformdirs = ">=4.3.6,<5.0.0"
+python-engineio = ">=4.12.2"
+python-socketio = {version = "5.13.0", extras = ["client"]}
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
 [[package]]
 name = "mako"
 version = "1.3.10"
@@ -3890,46 +4075,46 @@ tests = ["pytest (<9)", "pytest-lazy-fixtures"]
 
 [[package]]
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+version = "3.10.3"
 description = "Python plotting package"
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 python-versions = ">=3.10"
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@@ -4221,14 +4395,14 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy-extensions"
-version = "1.0.0"
+version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 groups = ["main", "dev"]
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 [[package]]
@@ -4250,6 +4424,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
+markers = "python_version == \"3.10\""
 files = [
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 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "networkx"
+version = "3.5"
+description = "Python package for creating and manipulating graphs and networks"
+optional = false
+python-versions = ">=3.11"
+groups = ["main"]
+markers = "python_version >= \"3.11\""
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+]
+
+[package.extras]
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+developer = ["mypy (>=1.15)", "pre-commit (>=4.1)"]
+doc = ["intersphinx-registry", "myst-nb (>=1.1)", "numpydoc (>=1.8.0)", "pillow (>=10)", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8.0)", "sphinx-gallery (>=0.18)", "texext (>=0.6.7)"]
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+extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)", "pytest-xdist (>=3.0)"]
+test-extras = ["pytest-mpl", "pytest-randomly"]
+
 [[package]]
 name = "nltk"
 version = "3.9.1"
@@ -4350,14 +4547,14 @@ files = [
 
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 name = "openai"
-version = "1.72.0"
+version = "1.91.0"
 description = "The official Python library for the openai API"
 optional = false
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 [package.dependencies]
@@ -4371,6 +4568,7 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
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 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\") and platform_python_implementation != \"PyPy\""
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 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
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 typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
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 [package.extras]
@@ -4965,20 +5176,20 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.8"
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 ]
 markers = {main = "extra == \"dev\" or extra == \"all\""}
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
@@ -5020,14 +5231,14 @@ tests = ["pytest", "pytest-cov", "pytest-lazy-fixtures"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.50"
+version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -5035,131 +5246,131 @@ wcwidth = "*"
 
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 description = "Accelerated property cache"
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 python-versions = ">=3.9"
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -5495,48 +5706,51 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.8.1"
+version = "2.10.1"
 description = "Settings management using Pydantic"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pydantic_settings-2.8.1-py3-none-any.whl", hash = "sha256:81942d5ac3d905f7f3ee1a70df5dfb62d5569c12f51a5a647defc1c3d9ee2e9c"},
-    {file = "pydantic_settings-2.8.1.tar.gz", hash = "sha256:d5c663dfbe9db9d5e1c646b2e161da12f0d734d422ee56f567d0ea2cee4e8585"},
+    {file = "pydantic_settings-2.10.1-py3-none-any.whl", hash = "sha256:a60952460b99cf661dc25c29c0ef171721f98bfcb52ef8d9ea4c943d7c8cc796"},
+    {file = "pydantic_settings-2.10.1.tar.gz", hash = "sha256:06f0062169818d0f5524420a360d632d5857b83cffd4d42fe29597807a1614ee"},
 ]
 
 [package.dependencies]
 pydantic = ">=2.7.0"
 python-dotenv = ">=0.21.0"
+typing-inspection = ">=0.4.0"
 
 [package.extras]
+aws-secrets-manager = ["boto3 (>=1.35.0)", "boto3-stubs[secretsmanager]"]
 azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
+gcp-secret-manager = ["google-cloud-secret-manager (>=2.23.1)"]
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
 [[package]]
 name = "pyflakes"
-version = "3.3.2"
+version = "3.4.0"
 description = "passive checker of Python programs"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"all\""
 files = [
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 ]
 
 [[package]]
 name = "pygments"
-version = "2.19.1"
+version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["main", "dev", "dev,tests"]
 files = [
-    {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
-    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
+    {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
+    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
 ]
 
 [package.extras]
@@ -5598,14 +5812,14 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
-version = "5.4.0"
+version = "5.6.1"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "pypdf-5.4.0-py3-none-any.whl", hash = "sha256:db994ab47cadc81057ea1591b90e5b543e2b7ef2d0e31ef41a9bfe763c119dab"},
-    {file = "pypdf-5.4.0.tar.gz", hash = "sha256:9af476a9dc30fcb137659b0dec747ea94aa954933c52cf02ee33e39a16fe9175"},
+    {file = "pypdf-5.6.1-py3-none-any.whl", hash = "sha256:ff09d03d37addbc40f75db3624997a660ff5fe41c61e7ae4db6828dc3f581e4d"},
+    {file = "pypdf-5.6.1.tar.gz", hash = "sha256:dde36cd67afe3afd733a562a0dd08a3c1dcdf01fe01de13785291319c8a883ff"},
 ]
 
 [package.dependencies]
@@ -5614,7 +5828,7 @@ typing_extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 [package.extras]
 crypto = ["cryptography"]
 cryptodome = ["PyCryptodome"]
-dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
+dev = ["black", "flit", "pip-tools", "pre-commit", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
 docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
 full = ["Pillow (>=8.0.0)", "cryptography"]
 image = ["Pillow (>=8.0.0)"]
@@ -5632,15 +5846,15 @@ files = [
 
 [[package]]
 name = "pyright"
-version = "1.1.399"
+version = "1.1.402"
 description = "Command line wrapper for pyright"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
 files = [
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-    {file = "pyright-1.1.399.tar.gz", hash = "sha256:439035d707a36c3d1b443aec980bc37053fbda88158eded24b8eedcf1c7b7a1b"},
+    {file = "pyright-1.1.402-py3-none-any.whl", hash = "sha256:2c721f11869baac1884e846232800fe021c33f1b4acb3929cff321f7ea4e2982"},
+    {file = "pyright-1.1.402.tar.gz", hash = "sha256:85a33c2d40cd4439c66aa946fd4ce71ab2f3f5b8c22ce36a623f59ac22937683"},
 ]
 
 [package.dependencies]
@@ -5669,27 +5883,28 @@ websocket-client = "!=0.49"
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "dev,tests"]
 files = [
-    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
-    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
+    {file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
+    {file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
 ]
 markers = {main = "extra == \"dev\" or extra == \"all\""}
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-asyncio"
@@ -5747,14 +5962,14 @@ test = ["black (>=22.1.0)", "flake8 (>=4.0.1)", "pre-commit (>=2.17.0)", "tox (>
 
 [[package]]
 name = "pytest-mock"
-version = "3.14.0"
+version = "3.14.1"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"},
-    {file = "pytest_mock-3.14.0-py3-none-any.whl", hash = "sha256:0b72c38033392a5f4621342fe11e9219ac11ec9d375f8e2a0c164539e0d70f6f"},
+    {file = "pytest_mock-3.14.1-py3-none-any.whl", hash = "sha256:178aefcd11307d874b4cd3100344e7e2d888d9791a6a1d9bfe90fbc1b74fd1d0"},
+    {file = "pytest_mock-3.14.1.tar.gz", hash = "sha256:159e9edac4c451ce77a5cdb9fc5d1100708d2dd4ba3c3df572f14097351af80e"},
 ]
 
 [package.dependencies]
@@ -5832,19 +6047,40 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "1.1.0"
+version = "1.1.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "python_dotenv-1.1.0-py3-none-any.whl", hash = "sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d"},
-    {file = "python_dotenv-1.1.0.tar.gz", hash = "sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5"},
+    {file = "python_dotenv-1.1.1-py3-none-any.whl", hash = "sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc"},
+    {file = "python_dotenv-1.1.1.tar.gz", hash = "sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab"},
 ]
 
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-engineio"
+version = "4.12.2"
+description = "Engine.IO server and client for Python"
+optional = true
+python-versions = ">=3.6"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
+files = [
+    {file = "python_engineio-4.12.2-py3-none-any.whl", hash = "sha256:8218ab66950e179dfec4b4bbb30aecf3f5d86f5e58e6fc1aa7fde2c698b2804f"},
+    {file = "python_engineio-4.12.2.tar.gz", hash = "sha256:e7e712ffe1be1f6a05ee5f951e72d434854a32fcfc7f6e4d9d3cae24ec70defa"},
+]
+
+[package.dependencies]
+simple-websocket = ">=0.10.0"
+
+[package.extras]
+asyncio-client = ["aiohttp (>=3.4)"]
+client = ["requests (>=2.21.0)", "websocket-client (>=0.54.0)"]
+docs = ["sphinx"]
+
 [[package]]
 name = "python-multipart"
 version = "0.0.19"
@@ -5857,6 +6093,30 @@ files = [
     {file = "python_multipart-0.0.19.tar.gz", hash = "sha256:905502ef39050557b7a6af411f454bc19526529ca46ae6831508438890ce12cc"},
 ]
 
+[[package]]
+name = "python-socketio"
+version = "5.13.0"
+description = "Socket.IO server and client for Python"
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
+files = [
+    {file = "python_socketio-5.13.0-py3-none-any.whl", hash = "sha256:51f68d6499f2df8524668c24bcec13ba1414117cfb3a90115c559b601ab10caf"},
+    {file = "python_socketio-5.13.0.tar.gz", hash = "sha256:ac4e19a0302ae812e23b712ec8b6427ca0521f7c582d6abb096e36e24a263029"},
+]
+
+[package.dependencies]
+bidict = ">=0.21.0"
+python-engineio = ">=4.11.0"
+requests = {version = ">=2.21.0", optional = true, markers = "extra == \"client\""}
+websocket-client = {version = ">=0.54.0", optional = true, markers = "extra == \"client\""}
+
+[package.extras]
+asyncio-client = ["aiohttp (>=3.4)"]
+client = ["requests (>=2.21.0)", "websocket-client (>=0.54.0)"]
+docs = ["sphinx"]
+
 [[package]]
 name = "pytz"
 version = "2023.4"
@@ -5894,7 +6154,7 @@ files = [
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 [[package]]
 name = "pyyaml"
@@ -5961,105 +6221,91 @@ files = [
 
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 python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "rsa"
-version = "4.9"
+version = "4.9.1"
 description = "Pure-Python RSA implementation"
 optional = true
-python-versions = ">=3.6,<4"
+python-versions = "<4,>=3.6"
 groups = ["main"]
 markers = "extra == \"google\""
 files = [
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 ]
 
 [package.dependencies]
@@ -6552,6 +6801,26 @@ files = [
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 ]
 
+[[package]]
+name = "simple-websocket"
+version = "1.1.0"
+description = "Simple WebSocket server and client for Python"
+optional = true
+python-versions = ">=3.6"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
+files = [
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+]
+
+[package.dependencies]
+wsproto = "*"
+
+[package.extras]
+dev = ["flake8", "pytest", "pytest-cov", "tox"]
+docs = ["sphinx"]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -6578,14 +6847,14 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.6"
+version = "2.7"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -6749,22 +7018,23 @@ SQLAlchemy = ">=2.0.0,<2.1.0"
 
 [[package]]
 name = "sse-starlette"
-version = "2.2.1"
+version = "2.3.6"
 description = "SSE plugin for Starlette"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 anyio = ">=4.7.0"
-starlette = ">=0.41.3"
 
 [package.extras]
-examples = ["fastapi"]
+daphne = ["daphne (>=4.2.0)"]
+examples = ["aiosqlite (>=0.21.0)", "fastapi (>=0.115.12)", "sqlalchemy[asyncio,examples] (>=2.0.41)", "starlette (>=0.41.3)", "uvicorn (>=0.34.0)"]
+granian = ["granian (>=2.3.1)"]
 uvicorn = ["uvicorn (>=0.34.0)"]
 
 [[package]]
@@ -6790,14 +7060,14 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.46.1"
+version = "0.46.2"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "starlette-0.46.2.tar.gz", hash = "sha256:7f7361f34eed179294600af672f565727419830b54b7b084efe44bb82d2fccd5"},
 ]
 
 [package.dependencies]
@@ -6835,14 +7105,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "tavily-python"
-version = "0.7.2"
+version = "0.7.8"
 description = "Python wrapper for the Tavily API"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
 files = [
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+    {file = "tavily_python-0.7.8.tar.gz", hash = "sha256:720a62abc2e5812cee8ae0b05e3ad23df71042fec392deb7f8673881b4ba3151"},
 ]
 
 [package.dependencies]
@@ -6852,14 +7122,14 @@ tiktoken = ">=0.5.1"
 
 [[package]]
 name = "tenacity"
-version = "9.1.2"
+version = "8.5.0"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
+    {file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
 ]
 
 [package.extras]
@@ -6916,15 +7186,15 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tokenize-rt"
-version = "6.1.0"
+version = "6.2.0"
 description = "A wrapper around the stdlib `tokenize` which roundtrips."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"dev\" or extra == \"all\""
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 [[package]]
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 [[package]]
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-version = "4.13.2"
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+description = "Backported and Experimental Type Hints for Python 3.9+"
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 [[package]]
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@@ -7092,14 +7363,14 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "typing-inspection"
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 [[package]]
 name = "urllib3"
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 python-versions = ">=3.9"
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 [package.extras]
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 [[package]]
 name = "virtualenv"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 [[package]]
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 python-versions = ">=3.9"
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+    {file = "yarl-1.20.1-cp39-cp39-win_amd64.whl", hash = "sha256:eae7bfe2069f9c1c5b05fc7fe5d612e5bbc089a39309904ee8b829e322dcad00"},
+    {file = "yarl-1.20.1-py3-none-any.whl", hash = "sha256:83b8eb083fe4683c6115795d9fc1cfaf2cbbefb19b3a1cb68f6527460f483a77"},
+    {file = "yarl-1.20.1.tar.gz", hash = "sha256:d017a4997ee50c91fd5466cef416231bb82177b93b029906cefc542ce14c35ac"},
 ]
 
 [package.dependencies]
@@ -7670,14 +8009,14 @@ propcache = ">=0.2.1"
 
 [[package]]
 name = "zipp"
-version = "3.21.0"
+version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
-    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
 
 [package.extras]
@@ -7685,7 +8024,7 @@ check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -7895,4 +8234,4 @@ tests = ["wikipedia"]
 [metadata]
 lock-version = "2.1"
 python-versions = "<3.14,>=3.10"
-content-hash = "185b0f643ff7eb3de0ddba12cdbbe1fd1553df2d6a7b35edc5ac4046c85f5b29"
+content-hash = "185b0f643ff7eb3de0ddba12cdbbe1fd1553df2d6a7b35edc5ac4046c85f5b29"
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index c3703569..c7691035 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -98,6 +98,7 @@ redis = {version = "^6.2.0", optional = true}
 structlog = "^25.4.0"
 certifi = "^2025.6.15"
 aioboto3 = {version = "^14.3.0", optional = true}
+aiosqlite = "^0.21.0"
 
 
 [tool.poetry.extras]
@@ -114,6 +115,7 @@ google = ["google-genai"]
 desktop = ["pgvector", "pg8000", "psycopg2-binary", "psycopg2", "pyright", "websockets", "fastapi", "uvicorn", "docker", "langchain", "wikipedia", "langchain-community", "locust"]
 all = ["pgvector", "pg8000", "psycopg2-binary", "psycopg2", "pytest", "pytest-asyncio", "pexpect", "black", "pre-commit", "pyright", "pytest-order", "autoflake", "isort", "websockets", "fastapi", "uvicorn", "docker", "langchain", "wikipedia", "langchain-community", "locust", "uvloop", "granian", "redis"]
 
+
 [tool.poetry.group.dev.dependencies]
 black = "^24.4.2"
 ipykernel = "^6.29.5"
diff --git a/scripts/docker-compose.yml b/scripts/docker-compose.yml
new file mode 100644
index 00000000..3347d213
--- /dev/null
+++ b/scripts/docker-compose.yml
@@ -0,0 +1,32 @@
+version: '3.7'
+services:
+  redis:
+    image: redis:alpine
+    container_name: redis
+    healthcheck:
+      test: ['CMD-SHELL', 'redis-cli ping | grep PONG']
+      interval: 1s
+      timeout: 3s
+      retries: 5
+    ports:
+      - '6379:6379'
+    volumes:
+      - ./data/redis:/data
+    command: redis-server --appendonly yes
+  postgres:
+    image: ankane/pgvector
+    container_name: postgres
+    healthcheck:
+      test: ['CMD-SHELL', 'pg_isready -U postgres']
+      interval: 1s
+      timeout: 3s
+      retries: 5
+    ports:
+      - '5432:5432'
+    environment:
+      POSTGRES_USER: postgres
+      POSTGRES_PASSWORD: postgres
+      POSTGRES_DB: letta
+    volumes:
+      - ./data/postgres:/var/lib/postgresql/data
+      - ./scripts/postgres-db-init/init.sql:/docker-entrypoint-initdb.d/init.sql
diff --git a/tests/integration_test_sleeptime_agent.py b/tests/integration_test_sleeptime_agent.py
index cb2a66cd..a06359c3 100644
--- a/tests/integration_test_sleeptime_agent.py
+++ b/tests/integration_test_sleeptime_agent.py
@@ -156,6 +156,7 @@ async def test_sleeptime_group_chat(server, actor):
 
     # 6. Verify run status after sleep
     time.sleep(2)
+
     for run_id in run_ids:
         job = server.job_manager.get_job_by_id(job_id=run_id, actor=actor)
         assert job.status == JobStatus.running or job.status == JobStatus.completed
diff --git a/tests/test_base_functions.py b/tests/test_base_functions.py
index f267c61d..7ba28ee9 100644
--- a/tests/test_base_functions.py
+++ b/tests/test_base_functions.py
@@ -151,6 +151,7 @@ def test_archival(agent_obj):
 def test_recall(server, agent_obj, default_user):
     """Test that an agent can recall messages using a keyword via conversation search."""
     keyword = "banana"
+    "".join(reversed(keyword))
 
     # Send messages
     for msg in ["hello", keyword, "tell me a fun fact"]:
diff --git a/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py b/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py
index 1d3d9d3e..ffe734b3 100644
--- a/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py
+++ b/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py
@@ -8,10 +8,9 @@ def adjust_menu_prices(percentage: float) -> str:
         str: A formatted string summarizing the price adjustments.
     """
     import cowsay
-    from tqdm import tqdm
-
     from core.menu import Menu, MenuItem  # Import a class from the codebase
     from core.utils import format_currency  # Use a utility function to test imports
+    from tqdm import tqdm
 
     if not isinstance(percentage, (int, float)):
         raise TypeError("percentage must be a number")