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High performance Python orchestration for multi-agent systems. Prioritizes deterministic state-management and low-latency control logic to minimize end-to-end inference bottlenecks.
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Multi-agent orchestration in Python: state machines, checkpoints, human-approval gates, and recovery. Pydantic AI + Langraph.