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Guide / Field notes

Grid-Tight Timing Does Not Prove AI Authorship

Quantisation predates generative music by decades.

· 12 min read

Perfect timing is an old studio result

Drum machines, MIDI sequencing, editing and groove templates routinely place events on a grid. A precise performance may be programmed or corrected without being generative.

What timing can support

Tempo estimates help align sections; onset deviation can show how tightly events follow a chosen grid; drift can distinguish a free performance from a fixed clock. These are production observations.

Frequent interpretation errors

Half-time and double-time estimates can describe the same pulse. Dense mixes confuse onset detection, and electronic genres create expected false alarms. Verify with listening and musical context.

The short version

A timing grid can describe sequencing and correction, but not whether a generative model authored the music.

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Frequently asked questions

  • No. It can support a review, but origin and authorship require provenance and context. Do not use one automated or acoustic observation as proof.

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