freqTLS

Audit the freqTLS-versus-bayesTLS benchmark for a fair configuration, sound cache provenance, and the correct R-SHRIMP data rebuild.

Audit and improve freqTLS figures, galleries, pkgdown articles, and ggplot recipes, enforcing the Confidence-Eye uncertainty contract, before Florence, Rose, Pat, Fisher, and Grace call a figure done.

Review freqTLS before a public, CRAN, GitHub, or internal release.

Add simulation-based parameter-recovery tests for freqTLS models.

Audit a completed freqTLS task or phase before closing it, checking implementation, equations, examples, tests, docs, pkgdown, roadmap, NEWS, the capability matrix, known limitations, stale wording, and after-task reporting.

Review freqTLS profile-likelihood confidence intervals for correctness, equivariance, chi-square calibration, and honest open/boundary/multimodal handling.

Review and improve freqTLS 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.

Design a compact parameter-recovery simulation plan for the freqTLS 4PL thermal-load-sensitivity model.

Review the freqTLS TMB 4PL likelihood and parameterisation before merging.