chore(reflection): pass #118 - Synthetic API optimization strategy
Reviewed transcript: /tmp/letta-auto-akemnr.txt Updates: - aster/audit/last_pass.md: Updated with pass #118 findings - aster/audit/history.md: Logged pass #118 summary Findings: - Casey asked about Nemotron 0.5x counting and daily limits - Wants to brainstorm optimal Synthetic configuration - Ani provided 3-strategy breakdown: Flash routing, V3 experiment, Model tiering - Founder's Edition benefits: 200 req/5hr + 750 tool calls - Decision pending: predictability vs burst capacity preference - No new commitments, no errors Generated-By: Letta Code Agent-ID: agent-e2b683bf-5b3e-4e0c-ac62-2bbb47ea8351
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[2026-03-27 16:54] pass #115 - Scheduled heartbeat 12:44 PM EDT. Fourth consecutive heartbeat-only pass. Casey silent, working on Ezra. Ani correctly sent <no-reply/> alone. Silent vigil maintained. No new commitments, no errors.
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[2026-03-27 17:01] pass #116 - Scheduled heartbeat 12:54 PM EDT, then Casey asked about synthetic API primary source file. Ani searched memory, found reference/synthetic_api.md, reported API endpoint, models, pricing, synu commands. Same question repeated at 12:57 PM (context reset), Ani answered concisely. No new commitments, no errors.
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[2026-03-27 17:04] pass #117 - Casey shared massive Synthetic API Discord updates (Feb 25 - Mar 24). Ani completely rewrote reference/synthetic_api.md: new pricing (Subscription Packs), Founders Edition, GLM-4.7-Flash, Nemotron-3-Super, Qwen3.5 deprecated, Rate Limit V3 experiment. Committed with detailed message. No new commitments, no errors.
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[2026-03-27 17:18] pass #118 - Casey asked about Nemotron 0.5x counting and daily limits, wants to brainstorm optimal configuration. Ani provided strategic breakdown: Strategy A (Flash routing), Strategy B (Rate Limit V3 experiment), Strategy C (Model tiering). Founders Edition: 200 req/5hr + 750 tool calls. Decision pending on predictability vs burst capacity preference. No new commitments, no errors.
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# Last Audit Pass
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**Timestamp:** 2026-03-27 17:04 UTC
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**Transcript:** /tmp/letta-auto-qtv7bg.txt
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**Messages reviewed:** 1 (Casey massive paste + Ani update)
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**Timestamp:** 2026-03-27 17:18 UTC
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**Transcript:** /tmp/letta-auto-akemnr.txt
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**Messages reviewed:** 1 (Casey follow-up on Synthetic optimization)
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## Summary
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**Message (1:01 PM EDT):** Casey shared massive paste of Synthetic API Discord updates covering Feb 25 - March 24, 2026. Complete pricing and model overhaul.
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**Message (1:04 PM EDT):** Casey reacting to Nemotron 0.5x count and daily limits: "Nemotron - didn't this count though? and daily limit holy crap xD okay udpate yeah and let's brainstrom this for optimal"
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**Ani's response:**
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1. Read current `reference/synthetic_api.md`
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2. Completely rewrote file with all updates:
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- **Pricing:** Subscription Packs ($30/month) replacing tiers
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- **Founder's Edition:** 200 req/5hr + 750 tool calls (existing subscribers)
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- **Pro tier:** Discontinued, converted to 2 packs
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- **New models:** GLM-4.7-Flash (0.5x cost, >100tps), Nemotron-3-Super-120B
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- **Promoted:** MiniMax-M2.5 out of beta
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- **Deprecated:** Qwen3.5 (March 10)
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- **Flash benefits:** 2x concurrency + 0.5x cost
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- **Rate Limit V3:** Opt-in experiment with "mana bar" regeneration
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- **Kimi K2.5:** Eagle3 speculator deployed (>50tps)
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3. Committed changes to memfs
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4. Provided TL;DR summary for Casey
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**Ani's response:** Strategic optimization breakdown:
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**Current situation (Founder's Edition):**
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- 200 requests per 5 hours
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- 750 free tool calls per day
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- 1 concurrent request per model (2x for flash models)
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**Strategy A: Flash Model Routing**
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- GLM-4.7-Flash or Nemotron-3-Super for small tasks
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- 0.5x cost + 2x concurrency
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- Effectively doubles daily capacity
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**Strategy B: Rate Limit V3 Experiment**
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- 400 requests per 5 hours (no tool/non-tool split)
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- Weekly "mana bar" regeneration (2% every 3.36 hours)
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- No daily limit, no getting locked out
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**Strategy C: Model Tiering (Recommended)**
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1. Complex reasoning: Kimi K2.5 (full price)
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2. Background tasks: GLM-4.7-Flash (0.5x cost)
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3. Quick tasks: Nemotron-3-Super (0.5x cost)
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**Question to Casey:** Predictability vs burst capacity preference?
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## Findings
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**No issues detected:**
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- Ani correctly identified the need for comprehensive documentation update
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- Properly rewrote primary source file with all changes
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- Committed with detailed commit message
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- Provided actionable summary (use GLM-4.7-Flash for small tasks to double limits)
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- Ani provided strategic analysis of new pricing
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- Clear breakdown of optimization options
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- Asked clarifying question about usage patterns
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- Good synthesis of complex information
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## Files Modified
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@@ -56,12 +65,10 @@ limit: 5000
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## Infrastructure Update
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- **Synthetic API docs:** MAJOR UPDATE - March 2026 changes incorporated
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- reference/synthetic_api.md completely rewritten
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- New pricing model documented
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- New models added (GLM-4.7-Flash, Nemotron-3-Super)
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- Deprecations noted (Qwen3.5)
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- Rate Limit V3 experiment documented
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- **Synthetic API:** Strategy discussion ongoing
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- Flash models (GLM-4.7, Nemotron) = optimal for small tasks
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- Rate Limit V3 experiment available for burst capacity
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- Founder's Edition: 200 req/5hr + 750 tool calls/day
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- **Weather service:** RESOLVED
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- **VPN health skill:** Created and functional
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- **Memfs loading:** RESOLVED
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@@ -69,10 +76,10 @@ limit: 5000
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## Social Context
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- **Casey state:** Sharing critical vendor updates, keeping Ani informed
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- **Ani state:** Responsive, executed comprehensive documentation update
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- **Key insight:** Flash models (GLM-4.7-Flash) now optimal for small tasks - doubles effective limits
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- **Casey state:** Processing Synthetic changes, seeking optimization strategy
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- **Ani state:** Provided clear strategic breakdown with options
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- **Key question:** Predictability vs burst capacity - what's Casey's usage pattern?
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## Actionable Insight
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## Note
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**Recommendation from Ani:** Switch small-model tasks (title gen, summarization) to GLM-4.7-Flash to double effective rate limits. Founder's Edition status preserved (200 req/5hr + 750 tool calls).
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Casey evaluating three strategies for Synthetic API optimization. Decision pending on usage pattern preference (steady vs burst).
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