1.0 — Glyph 1.0

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1.0

Sep 21, 2026

Glyph 1.0: Fast MinHash Text Fingerprinting

We are excited to announce the release of Glyph 1.0, a lightweight TypeScript toolkit for generating, indexing, and comparing content fingerprints using MinHash.

What is Glyph?

Glyph turns text into fixed-size signature hashes (MinHash), enabling rapid similarity comparisons, in-memory indexing and ranked querying, document chunk spotlighting, and text completions.

Key Features in 1.0

• Core Fingerprinting & Comparison: Generate MinHash glyphs with Create() and compare Jaccard similarity in sub-milliseconds with Compare().
• In-Memory Query Indexing: Wrap indices with query.New(idx) and perform ranked similarity searches across thousands of documents.
• Collections & Aggregators: Aggregate labeled document glyphs into a single queryable probe using slot-wise MinHash operations.
• Spotlight Document Chunking: Chunk and rank relevant passages within long documents.
• Glyph-Guided Completions: Provide fast next-word Markov suggestions seeded by glyph signatures.
• Official NPM Scoped Package: Published as @koda.oss/glyph.

Check out the Glyph Documentation and the Migration Guide to get started!