Instruments researchers
can question.
Honesty.Tools is an independent research effort building and examining instruments for frontier intelligence. We bring representation analysis, correspondence, control, feedback and evidence auditing into one research map.
How we work.
Keep methods and versions attached to results. Use controls appropriate to the statistic. Preserve negative findings and corrections. Distinguish public releases from research prototypes and first-party measurements from independent replication.
Bring a question and a method.
Tell us the instrument or artifact you want to examine, the research question it would help answer, and the access you need. We can discuss source review, reproduction of an existing result, controls and deployment studies. Access to unreleased code, datasets and models is agreed separately; a catalog entry is not a release license.
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