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