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.