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Measure per-stage analysis timing at vault scale
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bench: checkpoint AF_BENCH_JSON per batch, dedupe the pipeline config
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Retire the sample-class label and everything that read it
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Shard the blob store one level deep on the hash prefix
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Record the drive behind every benchmark path
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Emit machine-readable bench results, analyse after ingest, track peak RSS
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Add ingest and accuracy benchmarks plus corpus tooling