Unless a basic level of trust is maintained in the performance of scientific work and its documentation, scientific research will require a super-panopticon within and across laboratories where a video/audio/text record of [hypothesis to raw data (collection process + data) to preprocessed data to analysis to paper] would be collected, validated, secured and be required to be submitted with a manuscript. AI + grad students would scan the supporting video/audio/text documentation submitted for peer review for methodological issues/potential fraud. And hope that my validation AI and grad students can beat up your obfuscation AI. Ugh.