BIG AI Cluster Little Power the 8x NVIDIA GB10 Cluster
…This worked, but we did not need PoE to the GB10 devices, and we also needed a management port for the CRS804 DDQ. We also used the 10-port model (review just…
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Discussions and forums
Show HN: Open-source MCP servers for self-hosted homelab AI
I built 8 Model Context Protocol servers for common self-hosted services (Proxmox, n8n, Grafana, AdGuard, Portainer, Ollama, Uptime Kuma, Mattermost).Each server lets Claude Desktop talk directly to your homelab infrastr…
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Show HN: Open Envelope – an open schema for defining AI agent teams
Built an open JSON Schema for defining AI agent teams.Multi-agent systems are becoming a real deployment pattern — not single assistants, but teams with roles, handoffs, and human checkpoints. But there's no shared way t…
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Small rack homelab
The rack is currently still under construction, but I wanted to give a short preview of the whole thing. The rack itself is a 12U unit that can be easily found online if you are looking for a 10 inch rack. For the compon…
Ask HN: What is an optimal game theoretic response to AI adoption?
Apologies for the claude dump, but this was too tempting to resist and partly also my context window is too small to generate a long thesis (a.k.a lazy). I wanted to share it with people as a conversation starter since m…
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Launch HN: Twill.ai (YC S25) – Delegate to cloud agents, get back PRs
Hey HN, we're Willy and Dan, co-founders of Twill.ai (https://twill.ai/). Twill runs coding CLIs like Claude Code and Codex in isolated cloud sandboxes. You hand it work through Slack, GitHub, Linear, our web app or CLI,…
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I tested the Lenovo ThinkStation PGX — the best mini workstation for OpenClaw that's not a Mac mini
TechRadar Verdict If you're one of the thousands that are currently drowning in building AI models locally, the ThinkStation PGX might just be one of the best options I've seen…
The AI engineering stack we built internally — on the platform we ship
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I tested the Chuwi AuBox X 256V and found a microcosm of where small PC designs are heading under the current price pressures
…For most everyday tasks and Copilot+ AI workloads, 16GB is workable. For serious local LLM inference, particularly with larger quantised models above 7B parameters, the memory ceiling will bite. A 7B model…
Apple Intelligence will reportedly let you choose third-party AI models in iOS 27 - Engadget
…for some portion of the company's plan for Apple Intelligence. Bloomberg reported in March that Apple's AI chatbot-to-be would support selecting from different AI models. And for the…
Nicolas Sauvage is betting on the boring parts of AI | TechCrunch
…For his part, Sauvage is watching physical AI closely -- not all of robotics but robots with a highly specific job to be done. Agility Robotics , for example, in his portfolio, focuses on…
SAP bets $1.16B on 18-month-old German AI lab and says yes to NemoClaw | TechCrunch
…The trio co-founded Prior Labs just 18 months ago with a focus on tabular foundation models (TFMs) — AI models that can make predictions from data that sits in tables and databases…