A token-native storage proposal claims 3.3x to 6x compression and lower latency

ojasvi_yadav · x · 2026-07-24

The post argues that agents do not read human text but tokens, so storage systems should become token-native instead of UTF-8 text-based.
It claims storing raw token IDs can deliver 1.5–2.5× compression for free.
With token-ID compression layered on top, the author says the system reaches roughly 3.3–6× compression, outperforming zstd and lz4 by a wide margin.
The linked blog summary includes latency and compression benchmarks comparing LLM-oriented storage with human-oriented storage.

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