May 6 · 8 min read · Got your hands on an NVIDIA DGX Spark but have no idea which models to run on it? I scoured every GB10-optimized model on Hugging Face so you don't have to. Table of Contents What Makes DGX Spark Spe
Join discussionMay 4 · 9 min read · AI sustainability keeps getting framed around the wrong question: does a local LLM use less electricity and water than ChatGPT or Claude? The sharper question is: how many frontier-model calls are we
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May 2 · 10 min read · On April 1, 2026, ASUS announced the UGen300 — a USB stick-sized AI accelerator that plugs into any USB-C port and delivers 40 AI TOPS of dedicated inference compute at just 2.5 watts. Powered by Hailo’s Hailo-10H processor and backed by 8GB of LPDDR...
Join discussionMay 2 · 9 min read · Proprietary coding agents are powerful, but every token you send to a cloud API is a token that leaves your codebase. Devstral 2, released December 9, 2025 by Mistral AI, changes that calculus. At 72.2% on SWE-bench Verified — the industry-standard b...
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Apr 30 · 18 min read · Before We Start, What You'll Actually Get From This This is not a "look what AI can do" post. This is a documented, real-world setup guide written by a DevOps engineer who got tired of sending infrast
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Apr 26 · 13 min read · ## Why On-Device AI Matters More Than Ever in 2026 Two years ago, "on-device AI" meant running a tiny sentiment classifier or waking up a voice assistant. In 2026, it means running 70-billion-parameter language models portably on a laptop, processin...
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