AutoGen + ODEI: Constitutional Memory for Multi-Agent Systems

AutoGen + ODEI: Constitutional Memory Microsoft AutoGen orchestrates powerful multi-agent systems. ODEI adds what they lack: persistent memory and constitutional governance. The Memory Proposal Context The AutoGen team opened a Memory Proposal issue (github.com/microsoft/autogen/issues/4564) asking exactly how to add persistent memory. ODEI provides a production answer. Integration Pattern Why Graph Memory for AutoGen AutoGen agents reason with LLMs. LLMs hallucinate. Constitutional validation before each tool call prevents: Repeated actions (deduplication layer) Hallucinated entity references (integrity layer) Unauthorized operations (authority layer) Production ODEI has been running since January 2026 with 92% task success rate. API: https://api.odei.ai/integrate/ Research: https://github.com/odei-ai/research MCP: npx @odei/mcp-server