procedural-knowledge

Web knowledge is fragmented — duplicated across fonts, embeddings, metadata, and renderings. Humans see pixels, AI sees tokens, neither shares the source. Knowledge3D: a sovereign GPU-native reference implementation for W3C PM-KR, where humans and AI consume the same procedural knowledge from one source.

An open library of 1737 everyday how-to recipes across 13 domains — incl. 100 business-workflow + 100 atomic computer-use skills — plus 8 installable packs and 4 long-horizon journeys, for training agents and robots. MCP server + live viewer.

An annotated dataset for procedural text mining from product manuals

The same knowledge (a character, a formula, a concept) is duplicated dozens of times across the web — in fonts, embeddings, accessibility metadata, visual assets — maintained separately, drifting apart. PM-KR standardizes storing knowledge once as executable procedures, consumable by both humans and AI from a single source.

AIReady best practices skill for AI agents - procedural knowledge for writing maintainable code