Standardize the named v5 package logo across README, documentation pages and available application headers, with matching light and dark artwork.
Added formal spectral/sequence data contracts, bounded access and explicit companion-package source bridges with synthetic conformance fixtures.
Added grouped workflows, training-only recipes, statistical/chemometric and conventional model engines, nested tuning, explicit evaluation and conditional whole-unit uncertainty.
Added immutable run readback, runtime metadata resolution, reviewed isolated installation, owned workers and explicit named upstream admission contracts.
Added separate trainable neural/temporal reference implementations; named pretrained models, instruments and scientific transfer remain unqualified.
Added a local Shiny workbench, eleven executable development articles and the shared themakR website template. Browser/platform acceptance remains separate.