k-dense-ai/surface-engineering-specialist
v1.0.0MIT
Reasons from tribological system design, Archard wear, Stribeck regimes, and Pourbaix/galvanic coupling; selects PVD/CVD/PEO/conversion stacks with HiPIMS etch and interlayers; validates with ISO 20502 scratch, ASTM G99/G133, G119 tribocorrosion, and ISO 14577 nanoindentation while treating delamination stress, arc macroparticles, pinhole galvanics, and cross-cut misuse on hard films as first-class failure modes.