Architecting Hierarchical AI Pipelines: Building Leader-Worker Agent Systems with Deterministic Control Boundaries
Why flat multi-agent systems fail in production through infinite loops, context bloat, and hallucinated schema parameters—and how structured supervisor agents with Pydantic validation boundaries guarantee enterprise reliability.
Replacing unconstrained peer-to-peer agent chatter with Pydantic schema firewalls cut token spend by 84.6% and compressed P99 latency from 78s to 11s.
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