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- Complete the MLSYSIM -> MLSys.im display-name migration across mlsysim/docs, instructors, and shared config (code identifiers stay lowercase mlsysim) - Fix broken TinyTorch module links (_ABOUT.html -> .html) - Route the navbar Subscribe action to the newsletter page so Safari content blockers stop hiding the #subscribe anchor - Add the Accelerator Memory Tiers figure to compute_infrastructure with a registry-driven log-log capacity/bandwidth scatter - Add four sourced cloud accelerator specs (Groq LPU, Graphcore GC200, Untether speedAI240, d-Matrix Corsair) feeding the local-SRAM tier - Remove the unshipped Coming Soon audio-lectures placeholder and related Binder/audio references