AI Agent Orchestration Starter Kit

Multi-agent AI orchestration with a supervisor that decomposes tasks and delegates to specialists — plus persistent memory (Redis + ChromaDB), human-in-the-loop approval for sensitive actions, and full OpenTelemetry observability with cost tracking and replay. Built and battle-tested on a real production system — including fixing a runaway loop that generated 5,000+ duplicate DB rows before it was caught. One-command Docker setup, ~2 minutes to running.