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Charlie Marsh@charliermarsh · Oct 19

We are living in such an incredible time. You can get Astra to discover and one-shot something called "Minato-Morreale ISOP recurrence" to make your code ~12,000x faster.

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arXiv.org

Scientific Agent Skills: A Library of Procedural Knowledge for Research Agents

A language-model agent asked to analyse an experiment will usually return working code. Whether the analysis is defensible is a different question. A defensible analysis depends on procedural choices: which test the field accepts, which identifier namespace is authoritative, and which caveats must accompany a result. We present Scientific Agent Skills, an open library of 163 such procedures in 16 areas of practice, including genomics, cheminformatics, medical imaging, study design and scientific communication. Each skill is a directory built around a versioned, human-readable instruction file. An agent loads the file only when a task calls for it; the directory often also contains reference material and runnable scripts. We report no task-level evaluation and no host selection rate. We measure two properties of the documentation corpus: the always-resident descriptions of all 163 skills cost 7.1% of a 200,000-token window, and the median documented workflow fits within 23.9% of it, although 29 of 46 would overflow if every reference file were loaded. Openly licensed and available at https://github.com/K-Dense-AI/scientific-agent-skills.

osenetwork.com

The New Open Source Playbook – Products and Customers in an Agentic Engineering World – Open Source Enterprise Network