Here's a visual (estimate) to show what I've been working on and why. Minimum "island" size for distributed training gets out of hand pretty quick, and this is with ternary weight estimates not even fp8/bf16. Finding 400+ available b200s colocated is hard enough, and that's…

How does Subnet 64 verify that miners are running the GPUs they claim to be running? Most decentralized compute networks rely on trust. Subnet 64 verifies every GPU before it serves a request. Every GPU on the network gets validated by GraVal, our open-source validation…

Kimi K2.6 by @Kimi_Moonshot is now live on Chutes. 54.0 on HLE-Full with tools. Ahead of GPT-5.4 (52.1), Claude Opus 4.6 (53.0), and Gemini 3.1 Pro (51.4). It also leads on: - SWE-Bench Pro: 58.6 (ahead of all three again) - DeepSearchQA f1: 92.5 (next closest is Claude at…

How long does your inference provider take to host a new open-source model after it drops on Hugging Face? For most, weeks or months. Some never even bother. Chutes gets almost all major releases live within a day. Kimi K2.5, MiniMax M2.5, Qwen3.5-397B-A17B, GLM-5.1. All…

How much of your AI provider's stack can you read? OpenAI gives you a privacy policy. Their inference engine, load balancer, and the code that handles your plaintext are all closed. Chutes is open source top to bottom: → Python SDK: chutesai/chutes → API server:…