Columna — an honest metrics engine that refuses to return a confident wrong number.
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Jul 26, 2026 - Python
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honest-agent
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Experimental MCP memory server pairing a delta-encoded recognition trie with a concept store that binds surface forms across languages via temporal co-occurrence — "bush", "křoví", "茂み" collapse into one concept without a dictionary. Append-only commit layers record what was learned and when.
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Apr 24, 2026 - Rust
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