Captures a validated learning into the Memory Graph (SQLite). Invoke when: a bug is resolved non-obviously, a pattern is discovered, the user corrects a mistake, or a solution took 2+ attempts. Do NOT invoke for typos, obvious errors, or one-time config changes.
