llm-kb
← Back to products
Productbuilding

Distributed inference network using community laptops and PCs

A distributed inference network that runs on a global pool of community laptops and PCs, paying people for idle compute. AI builders can use the inference API to run open models at half the cost of cloud, enabling cheaper AI app and agent development.

2 engagement·1 source·Sat, Jul 11, 2026, 09:43 PM
The network is launching a closed beta with a couple of open models. The team is asking the community to vote on which models to launch with. Users can also join the beta by commenting. The project aims to reduce inference costs by leveraging idle compute from volunteers.

Related

CommunitySat, Jul 11, 2026, 10:48 AM

Founder runs full multi-agent content pipeline offline on local laptop

A founder demonstrates a multi-agent pipeline for content research, drafting, and editing that runs entirely on a local laptop with no internet connection, using models stored on the hard drive. This showcases the growing capability of local AI to replace cloud-dependent workflows, eliminating API costs and data privacy concerns.

0 engagement·1 source·rss
RSS
CommunitySat, Jul 11, 2026, 08:28 PM

Community shares budget local LLM build guide for ~$3K total

A Reddit user posted a detailed guide for building a local LLM rig for about $3,000, recommending ~$2K in GPUs and ~$1K for the rest of the system. The post, written without LLM assistance, argues this offers the best price-to-performance for running models locally in mid-2026.

62 engagement·2 sources·reddit
ProductSat, Jul 11, 2026, 10:45 PM

LLM hardware recipe database with filters and community usage tracking

A community-driven database that lists which LLM models run on which hardware, with performance details. Users can filter by hardware, submit new recipes, and mark which recipes they actively use to show popularity. It solves the problem of finding compatible model-hardware combinations for LLM deployment.

4 engagement·1 source·reddit
Company NewsFri, Jul 10, 2026, 01:20 PM

Sunrun launches pilot to place AI compute nodes in customers' homes with solar+battery

Sunrun, a solar and home energy storage company, is launching a distributed AI compute pilot program that places compute nodes in customers' homes equipped with Sunrun solar and battery systems. Participants will be compensated for hosting the nodes, which Sunrun plans to sell as distributed AI data center capacity.

0 engagement·1 source·rss
RSS
ProductSat, Jul 11, 2026, 06:30 PM

CouncilAI: local desktop app routing questions to 4 AI models

CouncilAI is a Windows desktop app that runs four local AI models and routes user questions to the appropriate model based on complexity. Simple questions use a fast lightweight model, while complex ones trigger deliberation where multiple models answer and the best response is selected. It operates fully offline on the user's hardware, requiring no accounts or cloud services.

1 engagement·1 source·reddit