Align the MLSys·im code, docs, paper, website, workflows, and lab wheel for the 0.1.1 release. This also fixes runtime/API issues found during release review and prepares the paper PDF plus archive package.
The solver.py refactoring renamed most solver classes from *Solver to
*Model (e.g. DistributedSolver → DistributedModel). The docs still
referenced the old names, causing the Quarto site build to fail with:
ImportError: cannot import name 'DistributedSolver' from 'mlsysim'
- Fix executable code cells in tutorials/distributed.qmd
- Update non-executable code examples across 10 doc files
- Rename 19 API reference files from *Solver.qmd to *Model.qmd
- SensitivitySolver and SynthesisSolver retain their names (correct)
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
api-stability.md: defines stable/experimental/deprecated API tiers for
v0.1.x. Stable: Engine.solve, registries, PerformanceProfile fields.
Experimental: individual solvers, pipeline, DSE, CLI.
understanding-efficiency.md: reframes the eta parameter as a teaching
opportunity (CPI analogy from Patterson & Hennessy). Enumerates all 12
sub-factors, provides calibration procedure, and documents 4 fallacies.
