A toolkit for spec-driven software development. Stop writing prompts, start writing specs. Ship better quality software and minimize slop.

your personal encyclopedia, written by agents

A storage that can be used to keep memory across sections.

A “standard” for representing agents that aims at working across a wide range of implementations. Useful to get a feel of the components.

Agent Lightning is the absolute trainer to light up AI agents.

Features - Turn your agent into an optimizable beast with ZERO CODE CHANGE (almost)! 💤 Build with ANY agent framework (LangChain, OpenAI Agent SDK, AutoGen, CrewAI, Microsoft Agent Framework…); or even WITHOUT agent framework (Python OpenAI). You name it! 🤖 Selectively optimize one or more agents in a multi-agent system. 🎯 Embraces Algorithms like Reinforcement Learning, Automatic Prompt Optimization, Supervised Fine-tuning and more. 🤗

Discover why OpenAI’s gpt-oss model family is ideal for building reliable and safe AI agents, not just for developers.