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Conductor: Deterministic orchestration for multi-agent AI workflows

Conductor is an open-source CLI from Microsoft that defines multi-agent workflows in YAML with deterministic routing instead of LLM-based dynamic orchestration, reducing cost and latency. It supports mixed models, parallel execution, human gates, script steps, and a web dashboard, ideal for structured workflows like code review and research synthesis.

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Conductor: Deterministic orchestration for multi-agent AI workflows
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Key points

  • Deterministic orchestration: YAML-defined workflow topology with zero token consumption for routing, reducing cost and unpredictability.
  • Mixed models: each agent can specify a different model and provider, such as Claude or GPT.
  • Built-in human oversight: human gate steps allow decision points within workflows, with a standalone web dashboard.

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