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bench: checkpoint AF_BENCH_JSON per batch, dedupe the pipeline config
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declare the PolyForm license in every manifest
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Take makeover-geometry 0.4.0
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Pin the makeover suite to current
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Add a headless checker for the blob layout migration
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Add a starter pack of filename rules
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Browse by measured axes: brightness, noisiness, attack
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Retire the sample-class label and everything that read it
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Move to makeover-layout 0.4.0 and makeover-immediate 0.3.0
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Move to makeover-geometry 0.2.0
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Stop the search field from eating the toolbar row
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Repoint stale mirror symlinks instead of failing EEXIST
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Rewrite the classifier docs: current pipeline, and the bundled-data reversal
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Stop presenting rule-based classification at a fixed 0.7 confidence
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Add benchmarks/ with the first clean ingest baseline
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Auto-start the blob layout migration behind a cancellable strip
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Shard the blob store one level deep on the hash prefix
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Weight spectral features by frame energy instead of counting frames equally
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Scope the bench drum-detection metric to drum-expected samples
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Make impact, ambience, foley and texture filterable
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Record the drive behind every benchmark path
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Build a per-format decode corpus and make section 2 comparable
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Emit machine-readable bench results, analyse after ingest, track peak RSS
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Drop references to the retired training crate and RF model
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Rewrite legacy key.* tags and keep key migrations off the changelog
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Add ingest and accuracy benchmarks plus corpus tooling
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Normalise detected musical key to "<note> minor" spelling
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Follow makeover-immediate 0.2.0: well is a plain colour
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Read the surface-well intent instead of dropping it
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Take makeover 2.3.0 from the registry