Working declaration
A Machine Recommendation Is Useful Only When Its Operating Boundary Is Visible
We begin with the base metal, thickness, joint geometry, welding position, filler classification, shielding method, input power, duty demand, production fixture, inspection route, and applicable procedure. That dataset produces a candidate process window. It does not replace a WPS, procedure qualification record, operator qualification, current product manual, or authority having jurisdiction.
Where public evidence is limited, the correct response is a representative coupon and a documented review—not an invented certainty. The result records what was tested, how it was inspected, and which changes require a new check.