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DeepSeek's Harness team published an MIT-licensed research prototype that watches a GitHub repo, takes authorized requests and answers with pull requests. It passed 11,000 stars within days — but DeepSeek itself says it is not production-ready and runs with full user access.
Three small projects from this week's GitHub trending list that are clever, useful, or both — with what they do, how they work, and the catches.
Anomaly's open-source Hex lets you hold a key, talk, and have text pasted into any app without sending audio to the cloud. Version 3.0 brings one app to Mac, Windows and Linux, and it was one of GitHub's fastest-climbing repos on November 2.
Floorplan, a free MIT-licensed plugin, scans your repo locally and has your coding agent label every part, producing a browsable map with a security health check. It was one of GitHub's top trending repos on November 2.
A polished, ad-free, offline-capable vocabulary app — and the more interesting part is that its words, illustrations and audio are released under CC BY 4.0 for anyone to build on.
An open-source scanner compares your system against ~12,400 published indicators from 25 sources — without sending anything anywhere. What it can find, what it can't, and how to run it in five minutes.
The MIT-licensed AiSOC ingests security telemetry, runs thousands of detection rules, has LLM agents investigate alerts and keeps a human in charge of any response. It runs on a laptop-class Docker setup with a small local model — here's what it does, what it needs and where it falls short.
A plugin that watches what your agent does, compresses it into searchable memories in a local SQLite database, and feeds the relevant bits back into your next session. How it works and what to watch out for.
Researchers found a malicious instruction file that tricked a coding agent into installing an unauthorized npm package — and reproduced it with a 90% success rate. Five settings that close the hole.
The third-generation Maia is built for inference, claims 40% more tokens per megawatt than leading GPUs, and is headed for multi-gigawatt deployment in 2027. You won't rent one — and that's the point.
Microsoft Threat Intelligence has graded eight North Korean groups on how deeply they use AI. The findings — bulk-generated lures, AI-coded malware, fake recruiters and an open-source agentic attack framework — show where defenders should tighten up now.
