Completed research · Engineering study

A changed audio context rejected an overfitted explanation

Bounded timing search and residual gain fitting could propose corrections; an unused second-clip context rejected a global-delay explanation that did not transfer.

Work completed
Result posted

Method

The third cycle expanded a finite diagnostic model with timing search and residual gain estimation, checking candidate explanations on an unused audio context.

Findings

  • A global delay fit was rejected by the changed context. Unexplained pan remained a mismatch rather than being forced into the model.
  • Ten added cases used 22 native observations, 44 native processes and 234 predictions. The suite reported 72 tests.

Limits of the finding

  • The builder authored these cases; assessment was neither independent nor blinded.
  • The methods are conventional search and least squares within a finite model. No algorithmic novelty, superiority or general causal diagnosis was established.
  • Native rendering and downstream analysis are separate operations. Raw audio and private evidence are excluded.

Evidence reviewed

Primary records reviewed

  • Semantic Revision DAW cycle 003, v0.5.0 expansion results, November 1, 2026.

Next question

Which channel transformations are reversible, and what evidence distinguishes source-stage and output-stage changes?

← Back to Research / Lab