Ginigen Edge AI Newshttps://ginigen-ai-edge-ai-news.static.hf.space/News and engineering notes on edge AI: running LLMs on phones and laptops, quantization, GGUF and safe on-device assistants.Offline AI on a Phone: Thread Pinning, Lazy Loading, and a Safety Gate That Knows When to Stay Quiethttps://ginigen-ai-edge-ai-news.static.hf.space/a/offline-ai-on-a-phone-thread-pinning-lazy-loading-safety-gate.htmlhttps://ginigen-ai-edge-ai-news.static.hf.space/a/offline-ai-on-a-phone-thread-pinning-lazy-loading-safety-gate.htmlLessons from shipping HeliGO, an offline disaster app with an on-device 4B model: thread counts, lazy loading, and safe refusals.2026-10-05T18:00:00+09:00