Pcie, S-parameters, Python-based test automation, VNAs, UCIe, NVLink, jitter decomposition, lab instrumentation, SERDES architecture, crosstalk, TDR, channel margin, shmoo margin-trending, jitter knowledge, eye diagrams, PDN noise, BERTs, protocol logic analyzers, Doe, Signal Integrity, return loss, DSOs, CXL