diff --git a/README.md b/README.md
index f26043cf7..3369cc5d5 100644
--- a/README.md
+++ b/README.md
@@ -61,24 +61,23 @@ SPDX-License-Identifier: Apache-2.0
-
- [YYYY-MM-DD] – Short announcement headline.
- More
+ [v0.3] – New solvers: autoregressive solver for sequential prediction tasks and multi-model solver support. Internals redesigned around a mixin architecture — lightweight, single-responsibility mixins (preprocessing, forward, postprocessing) that can be freely composed, with residual computation and loss aggregation clearly separated.
-
- [YYYY-MM-DD] – Another update: new release / tutorial / paper / feature.
- Details
+ [v0.3] – Conditions refactoring: evaluation logic moved out of the solver and into the condition itself via a dedicated
evaluate method, decoupling the training loop from problem-specific logic and enabling fully modular, solver-agnostic conditions.
-
- [YYYY-MM-DD] – Maintenance note / deprecation / API change.
- Read
+ [v0.3] – Code cleanup: core internals migrated to the
_src pattern; interfaces and base classes introduced across conditions, problems (AbstractProblem → BaseProblem), losses, and data module; equation zoo reorganized with Burgers added.
+
+ -
+ [v0.3] – KAN support: Kolmogorov–Arnold Networks with fully vectorized spline basis and analytical derivatives.
Want the full history?
- See the Releases page and the
- Changelog (if present).
+ See the Releases page.