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incremental-indexing

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knowing

Intelligence versioning system for software relationships. Hierarchical Merkle trees turn content-addressed identity into a computation architecture: 114x faster diffs, 93x cached retrieval, O(1) subgraph roots. 25 extractors, 23 MCP tools, 8 MCP resources, 10 benchmark harnesses.

  • Updated May 19, 2026
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