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excited to share that TOPLOC has been accepted at ICML 2025! see you in Vancouver 🇨🇦

Releasing INTELLECT-2: We’re open-sourcing the first 32B parameter model trained via globally distributed reinforcement learning: • Detailed Technical Report • INTELLECT-2 model checkpoint primeintellect.ai/blog/intellect…

DiLoCo-like training have been reproduced by numerous external actors, including Prime Intellect's folks at 10B with people around the world: x.com/PrimeIntellect…

With deepfakes and AI spear phishing getting more advanced, tech industry really needs to put endpoint auth into comms by default, and quickly. Messages/emails should be signed with on-device enclave keys, webcam feed authenticated by TEE, etc. Bad end soon otherwise.

Introducing PCCL, the Prime Collective Communications Library — a low-level communication library built for decentralized training over the public internet, with fault tolerance as a core design principle. In testing, PCCL achieves up to 45 Gbit/s of bandwidth across datacenters

if you're into pure maths and can code come join me at Prime Intellect - there's lots of fun and alpha in being able to reason about the parameter space through the tools of differential and algebraic geometry.

async RL is faster that synchronous counterpart. this might be the first time in ML history where an algorithm is naturally async at scale. we realized two things at prime 6 months ago: * RL will be as much compute intensive as pretraining, pushing frontier capability * for

How the hell is numpy so badly written that it uses 32 cores at 100% utilization by default, and somehow ends up being slower than if I restrict the library to use only 1 core/thread? What is even happening there?

I have a box on my network that has my SSH key on it, and I remember the password, but I can no longer remember the username I chose when setting it up so I can't log into it fml.

Three years after the CHIPS Act pledged $52B to reboot U.S. chips, Clay, NY still looks like this—just a “Coming Soon” sign in an empty field. Micron, Amkor, and SK Hynix are mired in NIMBY fights and two-year permits while Asia pours concrete in weeks. 1/7

lol o3 pro is so slow if i give it a coding task and start working on it myself while i wait, i usually end up finishing before it even spits out the first reply (and with fewer errors).

Called it, same conclusion I came to here: x.com/matthewdif/sta…

This entire Iran thing is stupid on so many levels. The only hard thing about nukes is the delivery system (e.g. ICBMs, MIRVs, HGVs). Given nuclear reactors, you can trivially build enrichment cascades to get weapons grade fissile material. The physics is solved already, it's