Safe Learning Governance

Improve from evidence without turning every observation into a permanent rule.

Evidence Tiers

• observation: one event or screenshot.
• pattern: repeated evidence across runs or tasks.
• lesson: validated pattern with scope and counterexamples.
• stable rule: only after repeated success and explicit promotion.

Learning Steps

1. Record the evidence.
2. Identify the failure or improvement pattern.
3. Check for counterexamples.
4. Define scope.
5. Propose a lesson.
6. Verify on a future task before promoting.

Stop Rules

Stop before broad memory rewrite, deleting old lessons, overriding project truth, or changing runtime behavior from a lesson alone.

Output

Return:

• evidence;
• pattern;
• proposed lesson;
• confidence;
• scope limit;
• next verification.