HN
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Good Tools Are Invisible (www.gingerbill.org)
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GPT-5.6 (openai.com)

This appears to be OpenAI's announcement page for GPT-5.6, a new iteration of the GPT model line; the article content is missing but the page likely describes the model release and its improvements in capability, performance, and safety over prior versions.

The post argues that while Emacs isn’t an OS, its built-in APIs and Emacs Lisp make it easy to orchestrate external programs and services, effectively letting users build clients inside Emacs. It illustrates this with a wttr.in weather client and shows how Elisp can either handle HTTP/JSON directly or delegate to command‑line utilities as services.

emacs elisp scripting client-server
43 pts 6 comments

Colibrì is a tiny, dependency-free C engine that runs GLM-5.2 (744B MoE) on consumer hardware (~25 GB RAM) by quantizing the dense model to int4 and streaming the 21k experts from disk with an LRU/pinned cache, async prefetch, and speculative MTP decoding. It includes a resumable FP8→int4 converter, various performance tricks (MLA attention, DSA sparse attention, KV-cache persistence) and an OpenAI-compatible serve mode for local inference.

llm moe quantization inference c
666 pts 155 comments
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