gllvmTMB

Run Rose's narrow pre-publish consistency gate for gllvmTMB README, vignettes, pkgdown navigation, NEWS, roxygen, or Rd changes. Cross-checks claims against the validation-debt register, the README stable-core feature matrix, the AGENTS.md scope-boundary rule, and (per Phase 0C closeout 2026-05-16) the export ↔ pkgdown reference parity, the removed-article cross-reference cascade, the Preview-banner citation discipline, the REWRITE-PREP contract, and the ROADMAP slice "Done when" deliverable rule.

Audit a completed gllvmTMB task or phase before closing it. Checks implementation, equations, examples, tests, docs, pkgdown, roadmap, NEWS, known limitations, stale wording, after-task reporting, AGENTS.md Rule

Triage gllvmTMB pkgdown articles into tiers (1 = public worked example, 2 = technical reference, 3 = retire) and judge each against the 10 reader-first style rules. Use when adding, removing, or rewriting any vignette under `vignettes/` or `vignettes/articles/`.

Review and improve gllvmTMB prose in README files, vignettes, pkgdown articles, after-task reports, release notes, design docs, and manuscript-style text for clarity, concrete claims, stable terminology, citations, and reader fit.

Hard review gate for scientific R/ggplot figures before merge or release. Use to judge whether screenshots, generated plots, vignettes, or plot helper outputs are immediately publication-ready; fails default-looking ggplot output, illegible labels, misleading intervals, cramped facets, poor scales, and weak visual hierarchy.

R/ggplot2 implementation specialist for publication-quality plot helpers in R packages. Use when editing or creating plot_* functions, package themes, color scales, confidence interval geoms, facets, labels, vdiffr visual tests, export helpers, or when replacing poor default ggplot output with manuscript-ready graphics.

R package engineer for plot helper APIs, roxygen documentation, tests, vignettes, CRAN-safe examples, namespace imports, and package integration. Use when creating or refactoring R package plotting functions, especially ggplot helpers that need publication-quality defaults and reliable behavior.

Scientific illustrator and statistical graphics editor for R package ggplot figures. Use when figures look like poor default ggplot output, need publication quality, need critique/redesign, or must visualize model results, correlations, predictions, intervals, or parameter surfaces for interpretation.

Force a maintainer checkpoint between artefact (audit table / draft / honest ledger / design-doc revision) and action (commit / merge / push / next step). Shannon authors; Ada invokes. Phase 0A 2026-05-16 NEW skill — closes the autopilot failure mode demonstrated when steps 5/6/7 were committed in sequence without surfacing for review.

Run Shannon's read-only cross-team coordination audit for gllvmTMB branches, pull requests, working-tree state, dev-log handoffs, and after-task report coverage before handoffs, merges, or multi-PR fan-out.

Add a new gllvmTMB response family with likelihood, simulation, tests, and documentation.

Add simulation-based parameter-recovery tests for gllvmTMB models, with explicit symbolic-math <-> implementation alignment.

Review TMB likelihoods, parameter transforms, and engine plumbing before merging changes to gllvmTMB's `src/gllvmTMB.cpp` or its R wrappers.