Jackmin
@jackminong
brutally slashing misbehaving computers @PrimeIntellect 🇺🇸. Previously @JinaAI_ 🇩🇪 @MoneyLion 🇲🇾.
excited to share that TOPLOC has been accepted at ICML 2025! see you in Vancouver 🇨🇦
Today, we release TOPLOC: A Locality Sensitive Hashing Scheme for Verifiable Inference - Detects modifications to models, prompts, or precision - Robust across GPU types, tensor parallel configurations and attention kernels - Up to 100× faster validation than generation -…
havent slept in days 😿 can we hire some filipinos next time?
TOPLOC verifiable inference isn't real btw, it’s just @jackminong looking at all the reasoning chains and brutally slashing misbehaving computers
Toploc Poster session tomorrow (Wed) at 4:30 PM East Hall E-1106 I’ll be around through Saturday; if you’re into decentralized training & inference, lets chat!
Releasing SYNTHETIC-2: our open dataset of 4m verified reasoning traces spanning a comprehensive set of complex RL tasks and verifiers. Created by hundreds of compute contributors across the globe via our pipeline parallel decentralized inference stack. primeintellect.ai/blog/synthetic…
I’ll be at the Democratize Intelligence Summit today to speak about why reinforcement learning is ideally suited for a decentralized training setup + share a bit about our work at @PrimeIntellect Come say hi!
5 days until the SF Democratize Intelligence summit, backed by @cyberFund_! Join hundreds of the world's most brilliant researchers like @edwardjhu, founders like @eshear , engineers like @trevormccrt1, and policymakers like @IzzieHahn in the same room to create an open and…
Our 16yo intern @raphzyyyy contributing our DGX A100s to the SYNTHETIC-2 run, with support from @jackminong - just in time to help finish the run.
Launching SYNTHETIC-2: our next-gen open reasoning dataset and planetary-scale synthetic data generation run. Powered by our P2P inference stack and DeepSeek-R1-0528, it verifies traces for the hardest RL tasks. Contribute towards AGI via open, permissionless compute.
with synthetic-2 we scaled heterogeneity across not 1, not 2, but 3 axes in a single shot. we run on a variety of models, tasks and hardware, all while allowing completely permissionless compute contributions. on the surface it might just seem like a dataset release, but so much…
Launching SYNTHETIC-2: our next-gen open reasoning dataset and planetary-scale synthetic data generation run. Powered by our P2P inference stack and DeepSeek-R1-0528, it verifies traces for the hardest RL tasks. Contribute towards AGI via open, permissionless compute.
NVIDIA Tensor Core Evolution From Volta To Blackwell Amdahl’s Law, Strong Scaling Asynchronous Execution Blackwell, Hopper, Ampere, Turing, Volta semianalysis.com/2025/06/23/nvi…
sometimes i forget that i made my initial calculation assuming the cows are spherical and get surprised in prod when the cows stop being nice to work with
come by if you're in SF!
we're co-hosting the second session of the SF Systems Reading Group with @_shreya_s to dive into our TOPLOC verifiable inference scheme @jackminong will also share updates on our upcoming TOPLOC v2 work come by! lu.ma/mgbap0ro
Our customers needed a better base model <10B parameters. We spent the last 5 months building one. I'm delighted to share a preview of our first Arcee Foundation Model: AFM-4.5B-Preview.
better a 3090 running in peace than a house filled with H100s and conflict
San Francisco is the best place to build because our culture genuinely supports startups Even people who aren't building see the risk you're taking and actively go out of their way to help you succeed. There's a willingness to try new things and champion change that's simply…