How Mixbot Masters Audio
Mixbot combines analog-modeled DSP with mathematical preservation constraints. Here is how your audio is processed from upload to verified delivery.
Cryptographic Custody & Audio Ingest
SourceManifest (Immutable)Your original master file is probed for true container format, sample rate, bit depth, and channel count. We compute a SHA-256 fingerprint immediately upon arrival. Original uploads are marked immutable and sealed in private object storage.
Multi-Band Analysis & Section Segmentation
AnalysisBundleThe audio engine runs full BS.1770 multiscale integrated loudness, true-peak measurement, crest factor calculation, dynamic range evaluation, and sub-band frequency distribution across all musical sections (intro, verses, chorus, drops).
Bounded MixPlan Formulation
MixPlan (Structured JSON)Mixbot formulates a deterministic MixPlan with explicit preservation budgets: maximum limiter gain reduction, stereo correlation thresholds, and harshness mitigation limits. If a frequency band is already balanced, the operator is explicitly bypassed.
Isolated Worker Execution & DSP Rendering
RenderManifest + Rendered PCM WAV / MP3The Python audio processing worker executes the plan against the source audio using floating-point 64-bit precision. Rendering is isolated: workers receive compute budgets and manifests, never customer auth tokens or billing states.
Decoded File Hard QC & Preservation Gates
EvaluationBundleBefore any master is presented to you, the rendered file is decoded back to raw samples and audited against 7 hard QC gates: true-peak ceiling (-1.0 dBTP), zero clipped samples, mono correlation compatibility, and transient retention.
Synchronized Loudness-Matched A/B & Safe Revision
Chef/XIM Audit Log & Approved ExportIn the workspace, you audition the original mix and Mixbot candidates with a common playhead, sub-millisecond crossfade, and automated browser audition gain staging. If you want adjustments, revisions are compiled non-destructively against the original audio.
Why Chef & XIM Share the Exact Same Data
Many mastering tools use flashy narrative descriptions to disguise unpredictable processing. In Mixbot, Chef and XIM are strictly two projections of the same underlying machine-readable event log. Chef presents the musical rationale in studio-friendly terms; XIM displays the exact decibel cuts, center frequencies, and constraint verifications. Neither view is permitted to invent actions or claim subjective improvement before hard QC gates pass.