A fail-closed instrument + methodology so any experimenter — human or AI agent — gets a provenance-signed VALID result or an honest refusal, regardless of their research skill. The knife from the ascesis forge, standalone.
python reproducible-research ai-safety ai-agents preregistration scientific-method data-leakage research-integrity falsification fail-closed experiment-tooling
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Updated
Jul 14, 2026 - Python