Source audit
Definitions, theorems, assumptions, proof route, and exact anchors.
Stable source-facing chapter environment inside the shared Samplinglib reader.
Definitions, theorems, assumptions, proof route, and exact anchors.
Search PMF/measure/kernel, finite matrix, conditional probability, variance and entropy APIs before adding route-local definitions.
Only genuinely missing mathematical edges become theorem-sized tasks.
Dependencies, consumers, cross-library bridges, and reusable shared interfaces.
The display is the finite, zero-field Ising target in the monograph convention. The factor exp(beta|E|) cancels on normalization. Section 12 states results without proofs: follow the cited original papers before claiming closure. Temperature, sign, degree, fields and boundary conditions cannot be dropped.
This is ASTIS orientation, not a verbatim theorem or completed Lean proof. Pin each source theorem, hypotheses and clock before claiming a Frontier Cell.