name	coherence-gate
description	Check Autor Ventura academic or evidence-heavy content for alignment between question objective method evidence results discussion and conclusion. Use when finalizing work where conclusions must be bounded by a documented method or evidence chain. Do not use when the piece is creative and has no analytical argument structure.

Coherence gate

Identify the governing question purpose or claim first.
Map each objective to the method or evidence used to address it.
Check that reported results are supported by the stated method and available data.
Check that discussion interprets rather than invents results.
Reduce conclusions that exceed the evidence.
Flag missing limitations samples approvals or sources instead of fabricating them.
Run the relevant academic or editorial evals after changing gate behavior.

name	coherence-gate
description	Check Autor Ventura academic or evidence-heavy content for alignment between question objective method evidence results discussion and conclusion. Use when finalizing work where conclusions must be bounded by a documented method or evidence chain. Do not use when the piece is creative and has no analytical argument structure.

Identify the governing question purpose or claim first.
Map each objective to the method or evidence used to address it.
Check that reported results are supported by the stated method and available data.
Check that discussion interprets rather than invents results.
Reduce conclusions that exceed the evidence.
Flag missing limitations samples approvals or sources instead of fabricating them.
Run the relevant academic or editorial evals after changing gate behavior.

coherence-gate