Self Arize-ing Manager (SAM) Agent
Powered by Gemini 3, this system learns from Phoenix Cloud traces. A dedicated agent evaluates failures via MCP tools to update MongoDB User Preferences, enabling autonomous self-improvement.
Core trick
Reads failed agent traces via MCP tools, then writes corrected preferences back to per-user MongoDB records.