Tag: knowledge-management
All the articles with the tag "knowledge-management".
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Build vs. Buy for AI Knowledge Infrastructure: Capability First, Cost Second
SaaS platforms auto-generate MCP servers. But auto-generated MCP does text search. If your use case requires metadata-filtered retrieval, you're comparing different architectures — not different feature sets. Capability first, cost second.
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Docs-as-Code Is Now the Standard for Knowledge Distribution
Engineering teams have used docs-as-code for a decade. In 2025, AI closed both the write path and the read path — contribution friction dropped to zero, and MCP plus llms.txt made knowledge retrievable at the point of work. For the first time, GTM and knowledge teams can match engineering velocity for maintaining artifacts. Docs-as-code is no longer an engineering practice. It's the de facto standard.