Benchmark center
Four benchmark questions, four independent routes.
The same-context audit, external aggregate transfer, G0–G7 generalization contract and VCC 2026 readiness audit are separated so their denominators and claim boundaries cannot drift into one another.
Core HepG2 benchmark
Repeated-fold error, raw direction, residual structure and the 16 frozen strict outcomes.
Open core benchmark → 02 · External aggregateExternal-transfer diagnostic
Formula-aligned aggregate metrics on 55 Frangieh targets; no directional-transfer support.
Open external transfer → 03 · OOD matrixG0–G7 generalization ladder
Unseen perturbation, family, donor, state, laboratory, disease and modality are reported independently.
Open generalization ladder → 04 · Future-task auditVCC 2026 readiness
Infrastructure gap matrix, official-source watch and task-binding locks before launch.
Open VCC readiness →Boundary. Results on one route do not upgrade another. The external 55-target object is not a VCC score, and VCC readiness is not task compatibility.