https://pypi.org/project/omnibias-struct/ Recent updates to the Python Package Index for omnibias-struct en https://pypi.org/project/omnibias-struct/0.1.0a2/ Certified differentiable dynamic programming: soft Viterbi / shortest-path / CTC layers whose logsumexp_beta relaxation (the beta->inf temperature axis) is differentiated exactly by the closed-form softplus/sigmoid derivative tower (the delta->0 axis) via omnibias.{torch,jax}.jet, with a closed-form logsumexp_beta >= max gap certificate validated against brute-force hard DP; bit-identical torch + jax twins. vardan@derivon.ai Sun, 04 Oct 2026 16:24:43 GMT