Why we price on incremental deduplicated bytes
Logical size rewards vendors for your waste. Metering what is actually new keeps our incentives pointed at yours.
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Notes from building Needset.
How the system works, why it is priced the way it is, and what we have measured.
Content-defined chunking for AI corpora
What a gear-hash chunker buys you over fixed blocks and file hashes when shards get re-exported.
ReadFrom model failures to a data working set
How the compiler turns evaluation results into a budgeted, explainable selection.
ReadSavings proofs: a number you can audit
Estimates start arguments. A signed, reproducible proof ends them.
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