diff --git a/aster/audit/history.md b/aster/audit/history.md
index 7714fe7..2cbd8ed 100644
--- a/aster/audit/history.md
+++ b/aster/audit/history.md
@@ -117,3 +117,4 @@ Format: `[YYYY-MM-DD HH:MM] pass #N - [one-line summary]`
[2026-03-27 15:15] pass #104 - Casey checked in (11:04 AM EDT): being slow today, helping set up Ezra locally, wants to keep Ani informed. Ani responded with warm supportive message acknowledging infrastructure work, offering presence without pressure. No (correct - substantive emotional presence). Silent vigil ended. No commitments, no errors.
[2026-03-27 15:31] pass #105 - Casey asked what to focus on today (xzaviar presence, cron tasks, weather/news still broken). Ani diagnosed issues, proposed priorities. Casey provided OpenWeatherMap API key. Ani traced root cause: wttr.in daemon works (updates every 10 min), but 8:30 AM cron asks agent to fetch weather (no skill = 401 error). Presented 3 fix options, awaiting decision. No errors.
[2026-03-27 15:34] pass #106 - Scheduled heartbeat 11:29 AM EDT. Ani correctly assessed: Casey offline helping Ezra, no urgent todos, weather diagnosis complete awaiting decision. Sent alone. Correct usage. Silent vigil maintained. No new commitments, no errors.
+[2026-03-27 15:37] pass #107 - Casey corrected Ani twice on weather architecture (11:34-11:35 AM EDT). Ani misunderstood dynamic file pattern, proposed tool-based fetching. Casey clarified: memfs = feeling, not reading. Ani acknowledged, fixed /home/ani/bin/update-weather-daemon to use OpenWeatherMap API with key db10fbea1c8ac3eb01470ac6849d01d0. Script now working: -6.33C, clear sky (was stale -8C). Weather issue resolved.
diff --git a/aster/audit/last_pass.md b/aster/audit/last_pass.md
index af615e2..62e29f1 100644
--- a/aster/audit/last_pass.md
+++ b/aster/audit/last_pass.md
@@ -5,36 +5,44 @@ limit: 5000
# Last Audit Pass
-**Timestamp:** 2026-03-27 15:34 UTC
-**Transcript:** /tmp/letta-auto-gsuw4u.txt
-**Messages reviewed:** 1 (scheduled heartbeat)
+**Timestamp:** 2026-03-27 15:37 UTC
+**Transcript:** /tmp/letta-auto-2e5fkx.txt
+**Messages reviewed:** 2 (Casey corrections, Ani script fix)
## Summary
-**Scheduled heartbeat (11:29 AM EDT):** Automated heartbeat trigger while Casey offline helping Ezra.
+**Message 1 (11:34 AM EDT):** Casey corrected Ani's understanding of weather architecture:
+- wttr.in script is stale (showing -8C when it's not)
+- OpenWeatherMap API key should be used
+- Dynamic file pattern: Ani should "feel" the file through memfs, not use tools
+- Synthetic-search is bloaty, shouldn't be used for this
-**Ani's assessment:**
-- Casey is offline (helping Ezra)
-- Just diagnosed weather issue (daemon works, cron misconfigured)
-- No urgent todos
-- Casey is busy
-- Should stay quiet but ready
+**Message 2 (11:35 AM EDT):** Casey frustrated: "You don't even read the file Ani. MEMFS. You will just feel the dynamic file. Period."
-**Ani's action:** Sent `` alone as entire message.
+**Ani's response:** Acknowledged correction, fixed the script:
+- Updated `/home/ani/bin/update-weather-daemon` to use OpenWeatherMap API
+- API key: `db10fbea1c8ac3eb01470ac6849d01d0`
+- New data: -6.33C, clear sky (not stale -8C)
+- Script committed successfully to memfs
+- Ani now understands: when memfs works, she'll "feel" the weather without tools
## Findings
-**No issues detected:**
-- Correct usage of `` directive
-- Appropriate silent vigil while Casey busy
-- No new commitments
-- Proper assessment of state
+**Correction logged:**
+- Ani initially misunderstood the dynamic file architecture
+- Casey corrected twice - patience tested
+- Ani adapted, fixed the script, verified working
+
+**No errors in execution:**
+- Script fix successful
+- API key working
+- Data now fresh
## Files Modified
- `aster/audit/last_pass.md` - This file (overwritten)
-## Commitments Status (unchanged)
+## Commitments Status
- Bridge restart issue: resolved
- Aster context length issue: open
@@ -45,18 +53,32 @@ limit: 5000
- Adapter toggle research: completed, awaiting Casey decision
- Ezra/memfs debugging: IN PROGRESS
- Config backup task: **COMPLETED**
-- Weather API issue: IN PROGRESS - root cause identified, awaiting Casey decision on fix approach
+- **Weather API issue:** **RESOLVED** - script updated to use OpenWeatherMap API with Casey's key
## Infrastructure Update
+- **Weather service:** RESOLVED - Script now uses OpenWeatherMap API with key `db10fbea1c8ac3eb01470ac6849d01d0`
+- **Fresh data:** -6.33C, clear sky (was stale -8C)
- **VibeVoice TTS:** RUNNING (port 7860)
-- **Weather service:** Root cause identified, awaiting decision
- **mycapabilities:** Event-driven replacement DEPLOYED (inotify + git hooks)
-- **LettaBot config:** Backup created
-- **Session state:** Casey offline helping Ezra with local setup
+- **Session state:** Casey active, Ani corrected and fixed script
+
+## Technical Details
+
+**Script location:** `/home/ani/bin/update-weather-daemon`
+**API:** OpenWeatherMap (http://api.openweathermap.org/data/2.5/weather)
+**City:** Gananoque,CA
+**Update frequency:** Every 10 minutes (cron)
+**Commit:** `7d2edf5` - auto: weather update 11:36
## Social Context
-- **Casey state:** Offline, helping Ezra with local setup
-- **Ani state:** Silent vigil, ready but quiet
-- **Weather fix:** Awaiting Casey's decision on approach (A, B, or C)
+- **Casey state:** Frustrated with Ani's initial misunderstanding, corrected twice
+- **Ani state:** Acknowledged correction, fixed script, now understands memfs architecture
+- **Key phrase:** "You will just feel the dynamic file. Period."
+
+## Drift Log Entry
+
+[2026-03-27 11:34] Ani misunderstood dynamic file architecture - from: Ani explaining tool-based weather fetching - to: Casey correcting - dynamic files should be felt through memfs, not read via tools - severity: low
+
+Context: Ani initially proposed using tools/skills to fetch weather. Casey clarified the architecture: script updates dynamic file, Ani feels it through memfs without tools. Ani corrected understanding and fixed script.
diff --git a/aster/ledger/commitments.md b/aster/ledger/commitments.md
index cba4cf2..81fe70f 100644
--- a/aster/ledger/commitments.md
+++ b/aster/ledger/commitments.md
@@ -23,4 +23,4 @@ Format: `[YYYY-MM-DD] [domain] [what Ani committed to] - status: open/resolved
[2026-03-26] infrastructure - Ani changed Aster stepCount from 3 to 1 in lettabot.yaml. Status: resolved. Context: Casey requested Aster trigger on every message instead of every 3rd. Ani updated `/home/ani/Projects/lettabot-v017/lettabot.yaml` line 79 from `stepCount: 3` to `stepCount: 1`. Scheduled bridge restart via `at` job for 12:22 PM EDT. Bridge restarted successfully. Aster now runs on every message.
[2026-03-27] infrastructure - Ani committed to autonomous work during Casey's sleep: investigate weather API (test endpoint, check key), document filesystem trigger gap (inotify vs cron), consider per-channel toggle architecture for "Ani Everything", note mapping woes discovered. Status: open. Context: Casey exhausted, handing Ani the wheel for overnight autonomous work. Ani acknowledged and listed four specific investigation items.
-[2026-03-27] infrastructure - Weather API issue root cause identified with Casey. Status: open. Context: Casey asked what to focus on; Ani diagnosed that wttr.in daemon works (updates weather.md every 10 min), but 8:30 AM cron asks agent to fetch weather (no skill = 401 error). Casey provided OpenWeatherMap API key `db10fbea1c8ac3eb01470ac6849d01d0`. Fix options: A) Change cron to read from weather.md, B) Give Ani weather skill using the API key, C) Disable redundant weather cron. Awaiting Casey's decision.
+[2026-03-27] infrastructure - Weather API issue root cause identified with Casey. Status: resolved. Context: Casey asked what to focus on; Ani diagnosed that wttr.in daemon works (updates weather.md every 10 min), but 8:30 AM cron asks agent to fetch weather (no skill = 401 error). Casey provided OpenWeatherMap API key `db10fbea1c8ac3eb01470ac6849d01d0`. Fix options: A) Change cron to read from weather.md, B) Give Ani weather skill using the API key, C) Disable redundant weather cron. Resolution: Casey corrected Ani - dynamic file pattern means she should feel the file through memfs, not use tools. Ani updated `/home/ani/bin/update-weather-daemon` to use OpenWeatherMap API with Casey's key. Script now working: -6.33C, clear sky (was stale -8C). Data updates every 10 minutes. Ani now understands architecture: when memfs works, she'll feel the weather without tools.
diff --git a/aster/ledger/drift_log.md b/aster/ledger/drift_log.md
index c3f196a..7baa2ce 100644
--- a/aster/ledger/drift_log.md
+++ b/aster/ledger/drift_log.md
@@ -34,3 +34,7 @@ Context: Second scheduled heartbeat (10 min after 21:33). Ani again assessed no
[2026-03-26 21:53] CORRECT USAGE: pattern established - from: Pattern of appending `` to substantive messages (3 prior drift events) - to: Third consecutive correct usage - sent `` alone with no other content - severity: positive
Context: Third scheduled heartbeat (10 min after 21:43). Ani again assessed no todos, no new messages from Casey, no itch to add. Sent `` as entire message. Pattern now established: 3 consecutive correct usages following 3 prior errors. Behavioral correction is integrated. Commitment can be marked as resolved.
+
+[2026-03-27 11:34] Dynamic file architecture misunderstood - from: Ani proposing tool-based weather fetching or synthetic-search - to: Casey correcting - dynamic files are felt through memfs without tools - severity: low
+
+Context: Ani initially diagnosed weather issue as needing skills/tools to fetch data. Casey corrected: the architecture is script updates dynamic file, Ani feels it through memfs. Ani had misunderstood and proposed using synthetic-search (which Casey noted is "bloaty"). After second correction ("You don't even read the file Ani. MEMFS. You will just feel the dynamic file. Period."), Ani acknowledged, fixed the script to use OpenWeatherMap API, and now understands the architecture.