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Projects are implementation-focused accounts of systems that were built, extended, automated, or substantially modified.

Linkwarden AI Tagger

A controlled classification workflow for a Linkwarden library combines a repository-owned taxonomy, private language-model inference, deterministic validation, explicit write authorization, state verification, recovery, and reproducible audit output.

Read the Linkwarden AI Tagger case study →

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