GNN v3.4.0 — Model-Kind Truth

[3.4.0] — 2026-09-17

Model-Kind Truth. The documentation and manuscript surfaces now describe
discrete, continuous, and multi-agent models as first-class kinds across the
~110-doc corpus, and the manuscript is rebuilt around them with auto-injected
version/count tokens so no hard-coded numbers can drift. Alongside it: the
gnn doctor capability probe, the bnlearn Step 12 executor, Step-6
B-orientation diagnostics, and the cover-page graphical abstract.

Added (2026-09-16/17 — docs model-kind wave + token auto-injection)

• Package-wide docs model-kind generalization. A discrete/continuous/
  multi-agent truth pass over the ~110-file documentation corpus replaced
  PyMDP-only framing with model-kind-aware language; the manuscript was
  rewritten around model kinds with auto-injected tokens
  (GNN_VERSION, GNN_MODULE_COUNT, GNN_TOOL_COUNT, GNN_TEST_COUNT),
  exemplar-kind split, and framework+kind capability tables — zero hard-coded
  counts remain.

Manuscript

• Review PDF: attached (GeneralizedNotationNotation-manuscript-2026-09-17.pdf) — cover artwork, model-kind-generalized, all counts auto-injected from the snapshot token census at this release's HEAD.