This is hugeeee for open-source RL environments. You can... now discover environments across OpenEnv, Verifiers, Harbor, NeMo Gym, and more, all on the Hugging Face Hub. A common home for RL environments is long overdue. Excited for what’s coming next !show more

Introducing RL Environment Creator Skill Now any one can... create RL environments $ npx skills add adithya-s-k/RL_Envs_101 > You can create environments across multiple frameworks like OpenEnv, OpenReward, Verifiers, NemoGym ... > the repo has live working examples of environments that your coding agent can reference > The skill is design to first understand what type of model you are training and create an environment while keeping that in mind ps. There’s a lot more to building RL environments that can be used for training. One major aspect is the data, which this skill can’t directly solve. However, the skill will help with implementing tools, rewards, and other components of an RL environment, making it easier to go from idea to implementation quickly across different frameworks. Let me know if you’d be interested in a detailed, end-to-end blog/tutorial on building an environment and actually training a model for a useful use case.show more

🤿 ICYMI: Agents don’t learn in the abstract —... they learn by interacting with environments. This post on RL environments is more relevant than ever as agents move into production and evaluation gets harder.show more

🚨Current scalable RL algos train a policy w/o value... func, which is limiting with learning in open-ended, non-stationary, dynamic environments. But, how to scale value-based RL with more data/compute is unclear... Not anymore: presenting scaling laws for value-based RL 🧵⬇️show more

🚨 New: Integrating Harbor (Harbor Framework) for end-to-end Computer-Use... evaluation(for Windows and Linux) at scale with Thinking Machines' Tinker, OSWorld, Daytona, and bare-metal servers. We just added support for Computer Use, Tinker, and OSWorld to Harbor - a framework for evaluating agents and generating RL training data by running large-scale rollouts across parallel sandboxed environments and collecting trajectories for SFT and RL. Repo and blogpost below 👇show more

Some personal news: I recently joined Cursor. Cursor is... a small, ambitious team, and they’ve created my favorite AI systems. We’re now building frontier RL models at scale in real-world coding environments. Excited for how good coding is going to be.show more

Learn how to create film-quality 3D environments with Intro... to Worldbuilding and Environments, a new workshop from DoubleJump Academy. The workshop covers various techniques for layout, procedural modeling for environments, lighting, and more: #sponsored #adshow more

The next big AI breakthrough might not come from... a bigger model. It might come from data no model has ever seen before. Most AI labs have already trained extensively on publicly available data. But private codebases, real-world tasks, and RL environments are still largely inaccessible. DataVendor is changing that. A marketplace where AI labs can discover, evaluate, and license private training data. This is a pretty interesting direction for AI infrastructure.show more

Get ready to unleash your thirst for adrenaline. #HotWheelsUnleashed2... - Turbocharged is now available! With over 130 vehicles and new amazing environments, endless fun is waiting for you:show more

Over the past months, Cohort I of our RL... Residency has been shipping. Highlights - continual learning - automating AI research (from GPU programming to RL itself) - embodied environments - multi-agent systems - materials science discoveryshow more

｢ Programmatic Trading Is Now Live on the NFT... Orderbook ｣ ETH, Blast, Base, and soon Ordinals users can now source liquidity and execute automated strategies across the NFT Orderbook in their local environments thanks to Mintify's Programmatic Trading API. Sign Up Now ↴show more

Robot policies can succeed in a demo and still... fail as tasks, environments, and conditions change. With open-source Isaac Lab-Arena 0.3, developers can use an experimental agentic workflow to generate environments, evaluate policies at scale, and identify where and why failures occur.show more

Patria TRACKX is a versatile tracked vehicle designed for... extreme environments, offering exceptional mobility, low ground pressure, and a long operational range of 500 kilometers.show more

The next wave of AI innovation is already here.... Are you ready for it? Nesa’s privacy guarantees are enabling broader applications of AI across both enterprise and consumer environments. Energy solutions, biotech, predictive analytics, robotics, all of it is happening right now on the Playground. There’s still time to position yourself early. Join the waitlist today 👉show more

The day has finally arrived! 🎉 “What’s Next” is... now available, and I couldn’t be more excited! It’s been a long journey, and I can’t wait to hear your thoughts on it. You can get “What’s Next” wherever you purchase your books. Thank you for your support, and happy reading! 📚show more

SISU GTT Is a high-performance multi-purpose platform intended for... all geographical environments, including extreme climate conditions and the harshest terrains. #mobility #protection #design #sisuauto #sisugttshow more

Why am I working on RL for LLMs, when... I can go work on RL for Olaf... #humanoidssummitshow more

This is Ray3.14 with Modify (Video-to-Video). Now with native... 1080p and improved visual stability for motion transfer. Better frame-to-frame coherence for styles, characters, and environments, producing stronger animation and more polished results. Available now in Dream Machine.show more

Waymo is excited to return to Miami for weather... testing as we continue developing our autonomous driving technology to navigate a diverse range of environments 🌴🌧️show more