Sync current main into rtichoke_viz integration branch

.github/release-version

@@ -1 +1 @@
-0.1.35
+0.1.36

CHANGELOG.md

@@ -2,6 +2,15 @@
 
 <!--next-version-placeholder-->
 
+## v0.1.36 (21/08/2026)
+
+- Fixed several binary and time-dependent curve consistency issues, including cutoff-grid endpoints, binary cutoff equality, time-dependent reference prevalence, gains perfect-reference behavior, custom colors, and plot sizing.
+- Added stricter validation for probability/outcome domains and multi-population input alignment, and made binary/time-dependent performance-data ordering and column schemas deterministic.
+- Updated time-dependent calibration defaults to use the adjusted-censoring / competing-as-negative heuristic set when omitted, while rejecting ambiguous multiple heuristic sets.
+- Moved secondary-Cox and LOWESS calibration smoothing onto `smoothstate`, removing obsolete runtime dependencies including `statsmodels`, `pandas`, `pyarrow`, `typing`, and runtime `marimo`.
+- Added Plotly 6 support and raised the supported Python range to 3.12–3.14, with CI now enforcing Ruff lint/formatting and `ty` type checking across the supported interpreters.
+- Improved package metadata and project links, and upgraded the documentation toolchain to Great Docs 0.15.0.
+
 ## v0.1.33
 
 - Extended `smooth_method="secondary_cox"` in `create_calibration_curve_times` to use 3-knot restricted cubic splines (RCS) on complementary log-log predictions.

pyproject.toml

@@ -13,9 +13,35 @@ dependencies = [
     "great-tables>=0.18.0",
 ]
 name = "rtichoke"
-version = "0.1.35"
+version = "0.1.36"
 description = "interactive visualizations for performance of predictive models"
 readme = "README.md"
+keywords = [
+    "prediction",
+    "model-performance",
+    "calibration",
+    "roc",
+    "survival-analysis",
+    "competing-risks",
+]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Science/Research",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
+    "Topic :: Scientific/Engineering",
+]
+
+[project.urls]
+Documentation = "https://uriahf.github.io/rtichoke_python/"
+"Python Tutorials" = "https://uriahf.github.io/rtichoke_blog_python/"
+"R Package" = "https://github.com/uriahf/rtichoke"
+"R Tutorials" = "https://rtichoke-blog.netlify.app/posts"
+Source = "https://github.com/uriahf/rtichoke_python"
+Issues = "https://github.com/uriahf/rtichoke_python/issues"
+Changelog = "https://github.com/uriahf/rtichoke_python/blob/main/CHANGELOG.md"
 
 [dependency-groups]
 dev = [