METHODOLOGY NOTES
The theoretical apparatus.
§ M§ M.0113 feb 2026
A note on separating contractual truth from payer-behavioral residual. The realized payment R is decomposable into a deterministic contractual quantity C and a probabilistic residual B. The two admit incompatible methodologies.
§ M.0214 mar 2026
A note on the structural information loss in extrapolating one hundred claims to one hundred thousand when the underlying function is computable in closed form. The three constraints that justified sampling have lifted; the methodology has not updated.
§ M.0322 may 2026
A note on the structural conditions under which neuro-symbolic systems work, the parallel between formal mathematics and healthcare claims adjudication, and the self-improving loop that emerges when the symbolic component graduates patterns from the neural residual.