A staged research agenda

statistical tangent sites and conservative cover refinement

compiler for base/tangent audits and typed certificates

held-out gains with calibrated abstention

higher interaction signatures and reverse repair semantics

reflective DLINCS over modular and agentic systems

architectural repairs that outperform parameter-only repair

accessible completion and intrinsic stabilization criteria

coalgebraic monitoring of repeated repair

verified convergence of typed obstruction profiles

homotopical factorization and topology of repair categories

nerve, realization, and infinitesimal-to-finite repair tools

distinct repair regimes and persistent obstruction classes

functorial transfer across learning domains

portable sketch and admission libraries

guarantees preserved under a declared domain translation

auditable declaration change and scientific novelty

abductive proposal with active experiment design

resolution of persistent anomalies and successful discriminating predictions