A 50-year-old open conjecture in graph theory, the Cycle Double Cover Conjecture, was proved by 64 subagents coordinated in roughly one hour on 2026-07-12, demonstrating a routing layer where one mode…
Mesh LLM, a new open-source tool, launched yesterday and hit the Hacker News front page, enabling users to pool GPUs across machines and run AI models up to 235B parameters via an OpenAI-compatible AP…
Mesh LLM and Iroh are converging to enable distributed, scalable, and privacy-preserving AI. Mesh LLM decentralizes large language model training across interconnected compute nodes, while Iroh provid…
Mesh LLM pools existing GPUs across machines into a single OpenAI-compatible API, enabling distributed inference of models up to 235B parameters without hardware upgrades. The system uses layer-splitt…
A developer detailed deploying and optimizing a 'Mesh LLM' architecture using iroh, a decentralized data synchronization platform, to build scalable and robust distributed AI systems. The approach add…
Mesh LLM launched a peer-to-peer distributed AI inference platform that pools GPUs across machines to run large models on local hardware, challenging cloud providers. Security concerns emerged as xAI'…
Mesh LLM, backed by Iroh peer routing, enables pooling of spare GPUs across machines into a single OpenAI-compatible API endpoint, supporting local execution, peer routing, and pipeline splitting for …
N0 team launched Mesh LLM, an open-source distributed AI computing platform that pools GPUs across multiple machines to run large language models as a single OpenAI-compatible API, giving users contro…
Abhijay Jain, maintainer of the open-source AI agent goose, detailed at the MCP Dev Summit Bengaluru how the platform evolved from a single-user bot into a distributed ecosystem for collaborative soft…