openclaw-memory-system

AI memory injection retrieves stored context (memU) and inserts it into agent prompts via SOUL/MEMORY paths. This ensures the LLM runtime has the necessary historical task context before generating a response.

AI agent recall failures often stem from broken memory injection paths or skipped post-task memorization. You can trace the memU retrieval and SOUL/MEMORY context injection to validate where the memory pipeline fails.

Debug memory context injection by scoping memory operations to specific agent types like L2_PM, L3_CODE, and L3_TEST. Validate the LLM runtime dispatch and memory injection paths within the OpenClaw framework.

Validate post-task memorization when task outcomes must be stored for future reference. This ensures successful code implementations and agent learnings are captured and available for subsequent memU retrieval.

OpenClaw memory management scopes context injection for L2_PM, L3_CODE, and L3_TEST agent types. It validates memorization processes and LLM runtime dispatch to ensure correct memory behavior across different agent roles.

Trace AI task memory behavior by analyzing memU retrieval, SOUL/MEMORY context injection, and post-task memorization. Validate the LLM runtime dispatch to ensure memory operations are correctly scoped and executed.