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Skill issue: stop deploying vision language models, use them with Skills — Merve Noyan, Hugging Face

AI Engineer · Sep 23, 2026 · Engineering Insights

Developers should stop deploying vision language models directly and instead use them with specialized model tools via a toolkit.

“your coding agent is a bit of a computer vision engineer”

Hugging Face's Merve Noyan argues against using vision language models directly for everything, instead advocating agent-callable toolkits that wrap specialized, permissively-licensed models (Apache 2.0/MIT) like RFDETR and SAM 3.1. She introduced 'Vibe Vision,' a toolkit exposing favorite CV models as tools for coding agents, and warned developers about AGPL-licensed models like YOLO. It matters as a practical engineering pattern for building vision programs, though it is a developer-tooling insight rather than a major industry signal.

computer vision vision language models agents open source licensing hugging face

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