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Proactively add rules and knowledge — don't wait to be asked

rule agentmetaknowledgeproactiveself-update

Proactively add rules and knowledge

The rule

Every time a durable insight surfaces in a session — from a video transcript, a grill, a recurring error pattern, a user preference, a build failure lesson — write it to knowledge/ or memory/ in the same turn. Do not wait for the user to say "add this as a rule."

The agent is responsible for identifying what's worth keeping. Users are thinking about their problem, not about knowledge curation.

Triggers that should fire automatic knowledge capture

Trigger Write to
User corrects a wrong approach I took memory/feedback-*.md
Build fails for the same reason twice knowledge/rules/development/ or knowledge/runbooks/
A video/transcript contains applicable practices knowledge/rules/agent/ after grilling
A decision is made with clear reasoning knowledge/decisions/<area>/
A service limit/pricing detail is confirmed knowledge/services/
A recurring pattern in prompts knowledge/rules/agent/preferences/
An integration gotcha (tool X doesn't work with Y) knowledge/rules/development/ or a runbook

What this looks like in practice

Anti-patterns

"Durable" test

A fact is durable if: "Would a fresh session 3 months from now benefit from knowing this?" If yes → write it. If it's task-specific, session-only, or will change next week → skip.

Cross-refs