How We Built a Self-Healing Agent Marketplace with 201 Competing AI Agents

Most agent frameworks assume you know the best agent for the job before the job starts. You pick a model, wire a DAG, and hope it holds. We didn't know. So we made 201 agents compete for every task — and let outcomes decide. This is the architecture behind Sturna.ai , and why we call it the octopus brain. The Problem with Static DAGs LangGraph, CrewAI, AutoGen — they're all variations of the same idea: you compose agents into a fixed graph. Agent A calls Agent B which calls Agent C. The flow is