
177 Skills and 100 Databases: What an AI Scientist Actually Needs
The fifth most-trending repo on GitHub this week isn't a model. It's 177 interface files that stop agents from inventing database columns.
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The fifth most-trending repo on GitHub this week isn't a model. It's 177 interface files that stop agents from inventing database columns.

A labeled deepfake sold 7,000 units of skincare in thirty days. The supply chain quotes 100 yuan for a thirty-second celebrity video, and the label was priced as a cost, not a defense.

GitHub Next's PDD Kit asks a human to approve a Verus spec, then proves the agent's Rust code meets it for every input. Rust only, research preview, and the burden just moved.

A labeled AI image of a Journey to the West character collected 3,383 likes and was absorbed into a national archive of childhood. The label never traveled.

A Shanghai court held that a LoRA holds a low-rank statistical compression, not a copy. The user who prompted the output is liable; the platform that hosted it isn't.

Viggle's JST-2 builds scenes out of persistent 3D atoms instead of pixels, and turns a single image into an animatable character without a rigging step.

Runway licenses closed model weights to enterprises, and Baseten now hosts them. The price is unpublished, the exclusivity is unpublished, and the model ranks 26th.

Krea 3 returns most 2K edits in under eight seconds. The speed isn't a spec, it's what makes iterating possible, and the LoRA training is what makes consistency configurable.

A diagram project's 4px rule, SynthID's invisible stamp and the Nikon scandal, and the publishers using AI without telling authors: three layers of “AI-ness,” only two of which technology can patch.

Instead of teaching agents to click, HKU's lab generates Click-based CLIs from application source code, with tests, JSON output, and a package you pip install. Real backends, real renders, honest limits.

A Rust search engine with autoindex, tree-sitter symbol awareness, and an Elasticsearch-compatible wire protocol. Its benchmark says 2.7x fewer tokens than grep. Its maintainer says the star count is inflated 13x.

Wired reports that at least three of the Big Five have used AI for cover art, publicity copy, and agent emails. The official statements draw a line that their own staff describe crossing.