feat: add /ai-observe skill — AI observability and monitoring instrumentation#171
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HMAKT99 wants to merge 1 commit intogarrytan:mainfrom
Open
feat: add /ai-observe skill — AI observability and monitoring instrumentation#171HMAKT99 wants to merge 1 commit intogarrytan:mainfrom
HMAKT99 wants to merge 1 commit intogarrytan:mainfrom
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You ship an LLM feature Monday. It degrades by Friday. Nobody notices.
Traditional monitoring checks uptime and errors. AI features degrade differently: output quality drops, costs creep up, latency increases, the model provider updates the model without telling you. By the time a user complains, it's been broken for days.
What /ai-observe does
Where it fits
gstack instruments the development workflow (plan, review, ship, QA).
/ai-observeinstruments what you shipped — the AI features running in production.Only
.tmplcommitted —bun run gen:skill-docsgenerates the rest.Test plan
.tmplfollows template pipeline — uses{{PREAMBLE}}gen-skill-docs.ts,skill-check.ts, both test filesbun run gen:skill-docsgenerates valid SKILL.md