Use when styling any elevated surface (card, dialog, popover, dropdown, menu, tooltip, sheet, toast) in a Tailwind project that has shadow-plugin installed. Prevents the double-border artifact caused by pairing a border/ring with a shadow, by routing elevation through the smooth-shadow-ring- utilities.
A practical method for auditing an AI product or system before release. It examines design evidence, evaluation evidence, and shadow evidence, then defines release limits and a go/no-go decision.
Pre-submit council for Kaggle notebooks. Five voices review the notebook for train/test leakage, protected-class proxy features, seed pinning, competition rule compliance, and submission artifact presence. Returns SHIP / REWORK / BLOCK verdict with per-voice rationale and Ed25519 attestation. Use before hitting Submit…
Pre-publish council for R data-science analyses. Five voices review a .R / .Rmd / .qmd file for reproducibility (seed / renv / sessionInfo), fairness (ECOA §701 / GDPR Art. 9 protected classes), statistical rigor (p-hacking / multiple comparisons without p.adjust), data provenance (local vs remote sources), and output…
Pre-submit council for trading tickets. Five voices review a JSON trade ticket for Kelly-cap compliance, missing stop-loss, sector or single-name concentration limits, fat-finger qty (10× typical = BLOCK, Knight Capital 2012 lesson), and Reg BI Care Obligation on retirement accounts. Returns SHIP / REWORK / BLOCK…