Continuous Learning

Identifies reusable patterns from the current conversation and persists them to the memory system so Claude applies them proactively in future sessions.

Purpose

Extract a reusable rule or preference from the current conversation, check for duplicates, classify and write it to the memory system with proper metadata, and update the memory index so the pattern fires at the right time in future sessions.

Trigger

Apply when:

• User says "remember this pattern", "save this approach", "learn from this", "this is how I want it done"
• "記住這個模式", "記下來", "學習記憶", "以後都這樣做"
• After a novel problem is solved in a way that is clearly intended to recur
• After the user corrects Claude's behavior and the correction is likely to apply again