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Vijay Janapa Reddi c53f3fe238 Site QA polish: finish MLSys.im brand migration, fix broken links, add memory-tier figure

- 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

2026-06-27 08:14:00 -04:00

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 # solvers { #mlsysim.solvers }
 Canonical public import surface for MLSys·im solver protocols, analytical
 models, solvers, and optimizers.
 Use `from mlsysim.solvers import ServingModel` for solver classes. The
 implementation remains split by domain under `mlsysim.engine.solvers`.