← ClaudeAtlas

autoresearchlisted

Stateful single-mission improvement loop with strict evaluator contract, markdown decision logs, and max-runtime stop behavior
naimkatiman/continuous-improvement · ★ 6 · AI & Automation · score 72
Install: claude install-skill naimkatiman/continuous-improvement
<Purpose> Autoresearch is a stateful skill for bounded, evaluator-driven iterative improvement. It owns one mission at a time, keeps iterating through non-passing results, records each evaluation and decision as durable artifacts, and stops only when an explicit max-runtime ceiling or another explicit terminal condition is reached. </Purpose> <Use_When> - You already have a mission and evaluator from `/deep-interview --autoresearch` - You want persistent single-mission improvement with strict evaluation - You need durable experiment logs under `.omc/autoresearch/` - You want a supported path for periodic reruns via Claude Code native cron </Use_When> <Do_Not_Use_When> - You need evaluator generation at runtime — use `/deep-interview --autoresearch` first - You need multiple missions orchestrated together — v1 forbids that - You want the deprecated `omc autoresearch` CLI flow — it is no longer authoritative </Do_Not_Use_When> <Contract> - Single-mission only in v1 - Mission setup/evaluator generation stays in `deep-interview --autoresearch` - Evaluator output must be structured JSON with required boolean `pass` and optional numeric `score` - Non-passing iterations do **not** stop the run - Stop conditions are explicit and bounded, with max-runtime as the primary strict stop hook </Contract> <Required_Artifacts> Canonical persistent storage lives under `.omc/autoresearch/<mission-slug>/` and/or `.omc/logs/autoresearch/<run-id>/`. Minimum required artifacts: - mission spec