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
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