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.
Uniform control must cover every feasible pinning required by the theorem, not just the unconditional law. Separate conditional support bookkeeping from spectral estimates.
This is ASTIS orientation, not a verbatim theorem or completed Lean proof. Pin each source theorem, hypotheses and clock before claiming a Frontier Cell.