Update python_requires to version 3.11

The recent v5.26.0 transitively requires Python >=3.11 via PyTensor.
While "technically" correct, we shouldn't allow a Python version that is not installable.

Seed flaky JAX test

use latex for LKJCorr

Add workflow to publish release notes directly to discourse

Add dprint method to PointFunc and pickle regression test

Fix progressbar with nested compound step samplers (#7776)

* Fix missing import

* Fix progressbar with nested compound step samplers

* Move progressbar code to its own module

* Rename `make_update_stats_functions` to `_make_progressbar_update_functions`

* Cleanup progress_bar

* Abstract special behavior of NUTS divergences in ProgressBar

Every step sampler can now decide whether sampling is failing or not by setting "failing" in the returned update dict

* Correct `stats_dtypes_shapes` is `CategoricalGibbsMetropolis`

---------

Co-authored-by: Jesse Grabowski <[email protected]>

Mypy is failing with new numpy dtype type-hints

[pre-commit.ci] pre-commit autoupdate (#7737)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.0 → v0.11.2](astral-sh/ruff-pre-commit@v0.11.0...v0.11.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

[pre-commit.ci] pre-commit autoupdate (#7737)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.11.0 → v0.11.2](astral-sh/ruff-pre-commit@v0.11.0...v0.11.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Try a new seed