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Fahd Seddik

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Review Oct 2026

Skill Constellations: Tracing the Supply Chain of Agent Skills on GitHub

Agent skills are SKILL.md instructions and scripts that AI coding agents such as Claude Code and Codex run with the permissions of their user. Developers share skills by copying them between repositories, which makes them a software supply chain without a registry, versions or provenance. The origin of a copied skill,...

Fahd Seddik · 0 citations
#artificial intelligence Preprint Sep 2026

Principled Thoughts for Latent Recursive LLM Systems

REST (REpresentation-Supervised Thoughts), a training objective that turns four properties of a valid thought representation into differentiable losses added to CE, instantiate in latent single-agent and multi-agent systems, without architectural changes or added parameters at inference.

Fahd Seddik, F. Fard · 0 citations

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