v0.12.0

Added

• (nelder_mead) add Nelder-Mead, convergence as a stop reason, and random restarts (#371)
• (cmaes) opt-in Restarts::Stop ends a run when it converges (#388)
• (line_search) the Moré-Thuente line search, resumable, reproducing the paper's tables (#397)
• (gradient) gradients through the engine, finite differences and the test problems' analytic gradients (#398)
• (linalg) in-crate linear algebra with the same bits on every platform and thread count (#399)
• (lbfgsb) add L-BFGS-B, completing batch A2 (#400)
• (first_order) gradient descent, momentum, Nesterov, Adam and AdamW (#403)
• conceptual marine design, the tenth problem of batch 9, with its example (#401)
• (mma) the method of moving asymptotes and GCMMA, for many variables and few constraints (#404)
• (continuation) stages of one problem with the optimizer's state kept, completing batch A3 (#408)

Documentation

• (plan) batch A3, first-order methods for millions of variables (#396)
• describe genoxide as it is now, with a method table and an llms.txt for AI assistants (#407)