Grammar Learner Dashboard

Train a statistical grammar on any structured data stream — JSON, CSV, telemetry, logs, signatures — then compress new records at 10–20× ratio by transmitting only what the grammar can't predict.

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Active Streams
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Records Learned
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Grammar Patterns
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Engine Mode
Quick Start — Load a Demo Stream

Click any preset below to instantly load a realistic training corpus and build a working grammar. Then head to Compress to see it in action.

How It Works
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Learn — Feed records from a structured stream. The grammar engine models each field's distribution, delta patterns, and field co-occurrences.
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Compress — Send a new record. The codec predicts each field using the grammar, encodes only the residual (the surprise), and emits a walk-seed.
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Transmit — Only the residuals cross the wire — typically 5–10% of the original record size. The receiver reconstructs the full record using its copy of the grammar.
Start Learning → Learn more
Active Grammar Streams
No streams yet. Load a demo above or go to Learn to train on your data.
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Walk State Pipeline

Each segment represents a grammar pattern resolved during compression. Segments light up as patterns are matched.