learning-looplisted

Capture durable lessons, errors, and verified fixes in a project-local learning ledger, consult it before re-deriving known failures, and track recurrence toward promotion, using the bundled deterministic learning_ledger.py CLI. Use when the user says "capture this lesson", "log this error to the ledger", "check the learning ledger", "record a recurrence", "any known fix for this?", or "/agent-collab:learning-loop." Also offer this proactively when the same failure recurs across sessions, or when a hard-won diagnosis is about to be lost because it lives only in one session's context.
sumitake/agent-collab · ★ 0 · AI & Automation · score 61

Install: claude install-skill sumitake/agent-collab

# Learning loop — capture, consult, recur, promote Maintain a `.learnings/` ledger inside the user's project so lessons survive session boundaries and tool restarts. The loop has four verbs: **capture** a lesson when you learn it, **consult** the ledger before re-deriving a known failure, **recur** when a known pattern strikes again on a new task, and **promote** proven patterns into the project's standing docs through your own review process. The ledger is file-based, offline, and deterministic — no network, no daemon, no automatic context injection. ## The bundled CLI Resolve the **plugin root** from this loaded file: `SKILL.md` is at `<plugin-root>/skills/learning-loop/SKILL.md`. The deterministic tool is `<plugin-root>/learning_ledger.py` (stdlib-only, Python 3.10+): ```text python3 "<plugin-root>/learning_ledger.py" add --type learning --area <topic> \ --priority medium --pattern-key some.lower.snake.key \ [--class mechanical|judgmental] [--model M --effort E] [--task <ref>] python3 "<plugin-root>/learning_ledger.py" suggest --error "<message>" python3 "<plugin-root>/learning_ledger.py" recur <pattern_key> --task <ref> python3 "<plugin-root>/learning_ledger.py" index python3 "<plugin-root>/learning_ledger.py" check python3 "<plugin-root>/learning_ledger.py" lint ``` All commands accept `--root <dir>` (default `./.learnings`). `add` and `recur` write one new file each; `index` regenerates `INDEX.md` deterministically; `lint`/`check`/`suggest` are read-only.