ULTRON AGENCY

Hierarchical autonomous agent swarm

AI / Autonomous Agents

Python

LangGraph

Redis

Celery

FastAPI

A robust agent orchestration framework featuring supervisory loops, explicit tool use execution gates, and parallel asynchronous processing routines.

Hierarchical agent design where a master supervisor agent breaks down sub-tasks to child workers
Asynchronous thread pooling enabling multiple agents to run background tools simultaneously
State recovery structures utilizing persistent Redis stores to prevent task loops from failing mid-way
Closed-loop self-correction layers where output code or logic is automatically evaluated and refactored