Agent Lightning

Agent Lightning is a framework that trains AI agents with reinforcement learning so they get better at their tasks for developers.

What it is good for

  • Training an AI agent to improve on a benchmark
  • Running agents as Kubernetes Jobs at scale
  • Improving a coding agent using repository tests
  • Tuning an existing agent without rewriting its code

At a glance

Who it is for
Setup
Requires programming

Level 5 of 5. You need to write code to use it.

Cost
Free and open source
Type
Framework or SDK
Tasks
Works with
verl, vLLM, AutoGen, Kubernetes

Momentum

Rank this week
Not ranked yet
Best rank
None yet
GitHub stars
18,869

GitHub numbers as of Nov 2, 2026. Updated weekly.

18.4k 18.6k 18.9k Sep 24, 2026 Nov 2, 2026
GitHub stars for Agent Lightning: 18,410 on Sep 24, 2026, 18,869 on Nov 2, 2026. Source: GitHub.

Questions

Is Agent Lightning free?
Yes. It is free and open source (MIT license).
Do I need to know how to code to use Agent Lightning?
Yes. You need to write code to use it.
What does Agent Lightning work with?
According to its own documentation, it works with verl, vLLM, AutoGen, and Kubernetes.
What is Agent Lightning good for?
Training an AI agent to improve on a benchmark, running agents as Kubernetes Jobs at scale, improving a coding agent using repository tests, and tuning an existing agent without rewriting its code.

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Last updated Nov 2, 2026. Tracked since Oct 28, 2026. The summary was written by an AI model from the project's own description and checked against our copy rules. Spotted an error? Tell us.