Agent Lightning

The ultimate trainer for AI agents with reinforcement learning.

GrowingOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Verified · Jul 12, 2026

Overview

What is Agent Lightning?

Agent Lightning is a powerful framework designed to train and optimize AI agents using reinforcement learning techniques. It provides developers with the tools necessary to build sophisticated, intelligent systems that can adapt and improve over time.

Key differentiator

Agent Lightning stands out with its high-performance algorithms and modular design, making it ideal for developers who require flexibility and customization in their reinforcement learning projects.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

High-performance reinforcement learning algorithmsmedium

Modular design for easy customization and extensionmedium

Comprehensive documentation and examplesmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited integrations with other machine learning librarieshigh

Lack of native support for popular frameworks like TensorFlow and PyTorch, requiring custom adapters

Performance bottlenecks in large-scale deploymentsmedium

Scalability issues reported with agent training on datasets larger than 10GB

Fit analysis

Who is it for?

✓ Best for

Teams working on reinforcement learning projects who need a high-performance framework

Researchers and developers looking for a modular design that allows easy customization

✕ Not a fit for

Projects requiring real-time decision-making where latency is critical

Developers seeking a fully managed service without the need to self-host

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with Agent Lightning

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →