System Design: Multi-Agent AI Orchestration Platform (like LangGraph / AutoGPT swarms)

Design the backend for a platform where a user submits a high-level goal (e.g. "research three competitors and draft a comparison doc") and a fleet of specialized LLM agents plans the work, calls tools, checks each other's output, and reports back — reliably, and within a cost budget.