blueif16/okf-claude/memory-consolidate

memory-consolidate - keep memory small, fresh, and true (run OUT of band)

Run this when you are NOT mid-task. Consolidation on the hot path adds latency and biases toward the current task. The goal is fewer, better, current memories - not more.

Procedure

1. Gather signal from FAILURES, not successes. Read recent transcripts/commits for recurring mistakes and contradictions. Reflecting on wins induces reward hacking and over-fitted rules.
2. Merge duplicates. Two concepts saying the same thing -> one. Keep the version that carries the reason ("facts without reasoning decay; reasoning compounds").
3. Age out stale. A concept contradicted by current code, or superseded, is removed (its history stays in git). Refresh timestamp on the ones you keep.
4. Enforce the caps. index.md stays small (~200 lines / 25 KB - the bottom silently truncates past that). If adding would exceed the cap, evict the lowest-value concept first.
5. Check inbound links before retiring a concept (blast radius): grep -rl '<concept-filename>' memory/. Don't orphan cross-references - repoint or keep.
6. Regenerate the derived views with the scripts, never by hand:

bin/okf-index memory/ --okf-version 0.1 and bin/okf-log -o memory/log.md

1. Validate, then gate. Run bin/okf-validate memory/. Then PRESENT proposed deletions/merges to the human for approval before committing - autonomy without curation measurably degrades a memory/skill library (LLM-only curation ~ +0pp vs +16pp human-curated).

The exclusion list (the rot-killer - never store these as concepts)

• Anything recoverable from git log / git blame (a dated change record - that's what log.md and trailers are for).
• In-progress task state (that belongs in a status file, not memory).
• A one-off instance instead of a generalizing rule.
• Anything a competent dev deduces from the code in ~5 seconds.

Most memory bloat is an exclusion-list violation, not a length problem.

The bar (good vs minimal)

• GOOD: net concept count and index size go DOWN or hold; every kept concept is current and carries its reason; deletions were human-approved; the bundle still passes okf-validate.
• MINIMAL (FAILS): appends new memories without removing any; "consolidates" by summarizing wins; deletes without approval; leaves the index over cap.

MUST NOT

• Do NOT run on the hot path of an active task.
• Do NOT delete concepts without the human approval gate.
• Do NOT write reward-hackable rules - assert observable behavior, never intent.

Self-check

Confirm: index size did not grow; failures (not wins) drove the changes; deletions were approved; okf-validate passes. If any is "no", fix before committing.