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Auto-detected anomalies
Tool: viking_write
The telemetry analyzer detected the following on the same tool:
- ⚠️ viking_write: 36% error rate (4/11). Investigate.
- 🐌 viking_write: p95 latency 7800ms. ...
auto-improvement
telemetry-anomaly
HACS has the option to download a specific version or release.
img width= 559 height= 329 alt= Image src=
https://github.com/user-attachments/assets/586e3f8d-6cea-48d8-b1d6-d6370bbbc6c7 /
img width= ...
Same technique as the /design sibling, applied to skills/implement/SKILL.md (784 lines): line-level Strunk White prose
density of the always-loaded body, not relocation.
Hard guards (must hold)
- Preserve ...
Reduce the always-loaded line/token count of skills/design/SKILL.md (790 lines) by line-level prose compression, not
relocation. Rounds V–VIII already mined relocation; that well is thinning. This child ...
The main issue is that the message_categorizer function does not properly categorize user messages. Some related
messages are being classified as unrelated topics, which should instead be forwarded to ...
invalid
In-place prose density on the three @-imported files that CLAUDE.md pulls into every conversation.
Goal
Tighten prose in AGENTS.md (113 lines), KARPATHY_CLAUDE.md (65), and BASH_AUTHORING.md (111) — ...
Tighten the Tier-1 autoload that rounds V–VIII never touched: the skill description: fields render into the skill
registry every conversation, regardless of which skill runs.
Goal
- Compress the 28 ...
Round-IX enabler. Build the measurement + ratchet so the A/B compression children have a trustworthy before/after and
the surface cannot silently regrow.
Goal
- A report (make target and/or python/cli.py ...

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