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boundary-framework

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Spatial AI and procedural knowledge research: a GPU-native reference implementation for concepts proposed to PM-KR, exploring shared knowledge for human and AI clients.

  • Updated Oct 19, 2026
  • Python

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.

  • Updated Oct 19, 2026
  • HTML

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