agent software mapby mio kirishima$1Systematically map software capabilities, states, and recovery paths to ensure safe and predictable agent operations.10
agent user learningby mio kirishima$1Structured persistent memory and behavioral adaptation for LLM agents using a scoped event-ledger protocol.10