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KShivendu · May 12, 2026

Token-Native Storage: Read and Write in Your Agent's Language

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Agents read and write in tokens (BPE). But our DB engines are still designed for humans (UTF-8). Persist payloads as BPE token IDs with a static entropy coder and you get ~3.3× lossless compression, zero-cost persistence of LLM output, and a representation agents already speak.

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