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Agent Lightning

Microsoft's RL trainer that optimizes agents while they run inside their real harnesses.

microsoft/agent-lightning

Maintained by Microsoft

Agent Lightning is Microsoft's framework for training AI agents with reinforcement learning. Version 1.0 (open-sourced August 2026) uses three components: a Trainer running verl and vLLM, an API Gateway that proxies model requests and captures training data, and a Rollout Controller that runs agents locally or as Kubernetes Jobs. Agents keep their real harnesses, tools and control flow with no code changes. The project reports a Qwen3.5-9B coding-agent example improving SWE-bench Verified from 41.8% to 56.4% with 6K training samples.

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Maintained by · 1

  • MicrosoftOrganisation

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Sources

  1. GitHub README
  2. Agent Lightning docs
  3. Microsoft Research project page