Independent scrutiny welcome
Reproduce it.
Challenge it.
Report what you find.
GaiaLab treats confirmation, discrepancy, and limitation as useful scientific outcomes. Independent reviewers should be able to inspect chronology, reproduce computations, and report disagreements without founder interpretation.
Computational reproduction
Verify hashes, code commit, environment, frozen metrics and reported results.
Methods critique
Identify leakage, endpoint, baseline, calibration, statistical or provenance weaknesses.
Prospective external test
Submit an unresolved question before GaiaLab exposure, freeze a baseline, then record what later happens.
Rules
External validation does not require a positive result. Negative and inconclusive outcomes remain part of the record. A timestamp proves chronology, not biological correctness. Clinical claims require a separately governed clinical protocol.
Submit an independent review → Reproduce Experiment #003 → Prospective Registry →