- Updated all GitHub Actions workflows (build-pdfs, preview-dev, publish-live, update-pdfs) to loop over `tutorial_module1` through `tutorial_module4` instead of the legacy `part1`/`part2`.
- Updated Quarto documentation (`slides.qmd`, `_quarto-html.yml`) to correctly surface the 4 new module PDFs on the website.
- Updated the tutorial Makefile to compile all 4 modules.
- Updated `.gitignore` and instructor quickstart documentation to reflect the new slide outputs.
Delete the catch-all defaults module and relocate assumptions into
Literature, Systems, Infrastructure, Ops, Platforms, and core.calibration.
Update textbook QMD cells, labs, audit tooling, and CI gates so registry
paths are authoritative with no package-root aliases or defaults shims.
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.
Eta explanation, AllReduce numbers-first, and compression fleet economics
all validated by re-simulated personas. 2 of 5 issues fully resolved,
2 partially resolved (timing still tight), 1 unaddressed (TinyML depth).
Multi-vendor Roofline is the single biggest NPS driver.
Within-subjects design (N≥30), paired t-test analysis plan, IRB
considerations, expected effect size (d=0.8), and timeline for
running at ISCA 2026. Produces publishable data for SIGCSE/L@S.
Designed for dual use: tutorial engagement + publishable research data.
Tests transfer (apply framework to unfamiliar systems), not recall.
Includes distractor analysis and scoring rubric.
