Reinforcement Learning

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See, Act, Correct: three levers for working with a code agent

馃AI agentsContent type: Blog

Agents Need Work Data: A Primer on RLWD, or Reinforcement Learning on Work Data

馃AI agents

Researchers trained an open source AI search agent, Harness-1, that outperforms GPT-5.4 on recalling relevant information

馃AI agents

OpenEnv is now owned by HF, Torch, Prime Intellect, Unsloth, Modal, Mercor, and more! Use it for training agents.

馃AI agentsContent type: Blog

Good teachers don鈥檛 cheat

馃摗Information TheoryContent type: Blog

Agentic RL: Token-In, Token-Out Done Right

馃AI agents

NVIDIA Nemotron 3 Ultra Powers Faster, More Efficient Reasoning for Long-Running Agents

馃AI agentsContent type: Blog

Of Termites & Tokens

馃AI agents
tomcritchlow.comHacker News

Reinforcement Learning and Optimal Control Book (RIP Dimitri Bertsekas)

馃搳AlgorithmsContent type: Academic
web.mit.eduHacker News

Why LLMs (still) lack taste

馃Automation

How to Stop Shipping Low-Quality RL Environments (with Examples)

馃КbiologyContent type: News
latent.spaceHacker News

Alpha-RTL: Test-Time Training for RTL Hardware Optimization

馃攲FPGAContent type: Academic
arxiv.org

Memoirs of a Learning Machine: Autobiographical Self-Training and the Self-Training Gap

馃AI agents
zenodo.orgHacker News

The Exploit Always Wins

馃AI agentsContent type: Blog
abhishek-shankar.com

I got so mad at poke(rogue)like that I trained a RL agent to beat it for me

馃摫Edge AI

KJLdefeated/RL.cu: RLVR training for LLM in CUDA/C++

馃敟PyTorchContent type: Code
github.comHacker News

Why Robotics Is a Pre-Paradigm Field

馃Swarm RoboticsContent type: News

Nvidia Nemotron 3 Ultra

馃LLMs

I got so mad at poke(rogue)like that I trained a RL agent to beat it for me

馃摫Edge AIContent type: Blog

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