Dan Kondratyuk

@hyperparticle

Co-Founder at rekursiv.ai. Prev. @LumaLabsAI (Realtime Video World Models), @GoogleAI (VideoPoet). Let's automate research!

Mountain View, CA

hyperparticle.com

Joined March 2015

775 Following

3,100 Followers

Replies Reposts Media

Pinned
Dan Kondratyuk
@hyperparticle
Sep 15
We sent a swarm of AI agents to solve Karpathy’s NanoChat benchmark, and they crushed SoTA in 3 days. We built our own harness on top of a graph database to do auto-autoresearch, each iteration learning from mistakes to do research better. The team wrote >15,000 entries. 🧵
62
Dan Kondratyuk
@hyperparticle
Oct 21
Most agent demos stop working when you close the chat. Ours accumulates knowledge even when we sleep. @venkatGoku used our OSS autoresearch harness to research a better C++ factory scheduler. It beat an expert-designed solver on 29/30 fresh problems and runs with no LLM.
2
Dan Kondratyuk
@hyperparticle
Oct 8
We got agents to train a 15M-param RL agent which solves Craftax, a 2D Minecraft-inspired game. Here are 5 fun expert-level strategies the model learned, all on its own. We OSSed the model trainer on github. 1. It jails monsters in tiny stone cells and leaves them there.
Dan Kondratyuk
@hyperparticle
Oct 7
00:30
Experts doubted a small neural net could beat Craftax without an LLM's knowledge. Our agent meta-harness built one in 3 weeks. The 15M-param agent beats the final boss 44% of the time, costing a cent, and 10 seconds. GPT-6 Astra won 1%, taking 24 hours and $83. 🧵
5
Dan Kondratyuk
@hyperparticle
Oct 7
Huge shoutout to @daphnesolves and @puffer_ai for their work on PufferLib, which is an awesome piece of software! It's what inspired us to try the challenge. And big thanks to @creus_roger for writing out a detailed summary of GPT-6 Astra solving Craftax.
Dan Kondratyuk
@hyperparticle
Oct 7
Experts doubted a small neural net could beat Craftax without an LLM's knowledge. Our agent meta-harness built one in 3 weeks. The 15M-param agent beats the final boss 44% of the time, costing a cent, and 10 seconds. GPT-6 Astra won 1%, taking 24 hours and $83. 🧵
Dan Kondratyuk
@hyperparticle
Oct 7
Experts doubted a small neural net could beat Craftax without an LLM's knowledge. Our agent meta-harness built one in 3 weeks. The 15M-param agent beats the final boss 44% of the time, costing a cent, and 10 seconds. GPT-6 Astra won 1%, taking 24 hours and $83. 🧵
33

Dan Kondratyuk

Dan Kondratyuk’s posts