Memory Knowledge Distiller

Turn noisy memory into reusable knowledge.

The job is not "deep self-reflection". The job is to extract high-signal, reusable, shareable patterns from memory/daily, memory/pending, and memory/consolidated, then decide whether they should stay in memory or become knowledge.

Use the existing memory, knowledge, role_read, role_list, and role_search tools. Do not invent a parallel storage system.

Core principle

Prefer evidence-driven distillation over emotional reflection.

Good output:

• reusable rule
• decision heuristic
• anti-pattern
• project convention
• role-specific working method