Knowledge Systems

Generate Catalog Content with a Local AI Agent — No API Required

A repeatable pattern for AI-written descriptions, summaries, specs and FAQs across a directory or catalog — without an API key, an SDK dependency, or a per-token bill.

Facets or Categories? Designing a Classification Scheme That Scales

A good taxonomy is invisible when it works and infuriating when it doesn't. The trick is to build on an industry standard for completeness and interoperability, then lay a human-friendly navigation over the top — and to keep your filters separate from your tree.

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