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Observability: log backend failures instead of swallowing, instrument writes, clean clippy
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Performance: move single-sample suggest to worker, probe bit depth off the DB lock
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Frontend: off-thread WAV fallback, device hot-plug recovery, kill render-path panics
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Robustness: reject non-finite .afcl vectors, make VP-tree search iterative
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Resilience: drain sync push fully, roll back partial chop import, fail-open export validate
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Sync A+: HLC no longer silently zeros a corrupt clock or writes empty state
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Audio/DSP A+: prove the similarity metric + 8-bit decode; hoist STFT scratch
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Content A+: seal the tombstone filter (enforce live_samples, not convention)
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UI/App: trial fail-open, drag-out lifetime/COM fixes, cached disk probe
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Concurrency/Perf: seal worker spawns, off-thread forge import, bound caches
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Audio/DSP: AIFF stream length backpatch, rate reconcile, NaN/MFCC fixes
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Sync: collapse pulled changes to max-HLC per row before apply
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Content/Storage: live_samples view seals tombstone filter; atomic vfs ops
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Plugin/Sync A+: HLC conflict resolution, seal apply_upsert, harden plugin loader
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UI A+: non-blocking native file dialogs
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Cargo.lock: pick up synckit-client transitive deps
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UI A+: unified repaint guard, ContentsRef seal, similarity-view refresh
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sync_panel: follow synckit billing API (BillingInterval enum, Cents newtype)
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Perf A+: spawn_job one-shot seal + DB persistence bench
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Perf A+: generalize the streaming pipeline (AIFF + edit gain/fade), cap whole-file decode
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Perf: bound the worker event channel with cancel-aware backpressure
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Audio/DSP A+: loudness-invariant onset strength, clarify fade curves
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sync: thread synckit DeviceId through the AF sync consumer
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Content/Storage A+: seal SampleHash construction, unify loose-files location
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Fuzz run 5 follow-up: finish CHRONIC #1 seal, fix dead-worker repaint loop
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UI: repaint guard for all workers, fix import flag leaks and bulk-op reporting
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DSP: fix export scaling/dither/MFCC correctness, add 4GB WAV guard, NaN hardening
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Perf: allocation-free name sort, cap MIDI note buffer at the producer
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Perf: require a transaction token for bulk row writes
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Perf: seal worker panic isolation behind worker_runtime