




benedict
2.6K posts







Worked with @bqbrady to relaunch Optimization Arena as Paradigm Puzzles A few brand new challenges coming soon! paradigm.xyz/puzzles


Learnings from Optimization Arena I turned the talk I gave earlier today into a blog post for everyone who wasn't there. Here are some tips we learned from top performers 1) Maximize the information you can give your agent by increasing the experiment frequency

Paradigm’s 4th fund $1.2B to invest and build in crypto, AI, robotics, and other areas of the technical frontier










Today, we enable AutoResearch in the physical world for the first time! Introducing ENPIRE: we give 8 Codex agents a fleet of robots, an allocation of GPUs, and generous token budget. We set them free with a simple goal: solve the task as quickly as possible, keep the robots busy but stay safe, don't waste precious compute. Make no mistake. Then humans step aside and our watch begins. The robot fleet starts to come alive: they learn to look for visual clues, reset the scene, practice novel skills, tinker with control stack, read papers online, debate, reflect, get stuck, and try again directly on the hardware. All we did is to give Codex an API to the world of atoms, and the rest is emergence. ENPIRE is able to solve high-precision tasks like tying zip-ties, organizing fine pins, and installing GPUs all by itself. We also discovered a new type of "physical scaling": 8 robots exploring in parallel improves significantly faster than fewer ones. A part of our NVIDIA GEAR lab now self-improves tirelessly over night. We just read the reports in the morning. /goal: we all take a holiday and Jensen wouldn't even notice ;) We will be open-sourcing everything, so you can host your self-running robot lab at home too! Deep dive in the thread:

I gave @AnthropicAI's new Fable 5 my hardest challenge: explain the Riemann Hypothesis — math's most famous unsolved problem — to anyone. Two prompts later: a full interactive site + this video, scored with music composed from the zeta zeros themselves 🤯🎵 riemann.adilmoujahid.com