Riffnel · MemGuard Live Demo

See memory poisoning — stopped in real time.

A real LangGraph procurement agent, backed by Postgres, Redis, ChromaDB and a live LLM, with MemGuard watching every memory write. Sign in to run the guided attack, inspect the quarantine queue, and trigger one-click rollbacks.