What we can test without humans

Three separate measurements: agreement with automated eLife weak labels, detection of deliberately planted defects, and exact arithmetic invariants. None is a substitute for expert scientific labels.

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Scientific accuracy is unknown. A passing automated proxy gate proves engineering behavior and containment—not that the platform can judge whether a paper is scientifically correct.

Frozen validation result

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eLife weak labels—

Planted defects—

Objective fixtures—

Sealed access—

Development first. Configuration frozen. Validation second.

The validation threshold is content-addressed before validation inputs are loaded. The sealed-test loader is structurally unavailable to this workflow.

01Developmenttune on 50 papers

02Freezeconfig —

03Validationmeasure on 15 papers

04Sealed testnot loaded

The denominators stay separate

Measurement	Development	Validation	What it means
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Engineering gate checks

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What remains unknown

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Public data is aggregate-only: no manuscript text, review text, paper ids, per-mutation outcomes, or sealed results are published.

Reproducible release receipt

Result—Config SHA-256—

Inspect the aggregate JSON →