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RULER

Easily apply RL to any agent. Reinforcement learning is one of the best techniques for making agents more reliable, and has been widely adopted by frontier labs.

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  1. RL Agent that can auto-optimize your LLM prompts

    nomadic-ml.github.io

    Along with my team, I've developed a reinforcement learning system that automatically optimizes LLM prompts, complete with a visualization feature to track both prompt structure and learning progress over time.

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  2. ART

    github.com

    a new open-source RL framework for training agents

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  3. I RL-trained an agent that trains models with RL (for ~$1.3k)

    github.com

    RL-training an AI agent to RL-train AI agents.

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  4. Llama-8B Teaches Itself Baby Steps to Deep Research Using RL

    github.com

    Autonomously train research-agent LLMs on custom data using reinforcement learning and self-verification.

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  5. Ratel

    github.com

    give agents unlimited tools and skills without context bloat

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