The decisive experiment is the antidote to plausibility. AI systems generate plausible explanations with extraordinary fluency. Plausibility is not truth. A plausible explanation is one compatible with the known evidence — but so is every other plausible explanation, and the space of plausible explanations for any complex phenomenon is vast. The decisive experiment reduces this space. It eliminates alternatives. It forces the phenomenon to reveal which explanation is actual.
The design requires the prepared mind. The informed mind can generate a list of plausible explanations; only the prepared mind can design the experiment that eliminates all but one. This requires deep understanding of the phenomenon, creative experimental thinking, and the capacity to anticipate how the design might fail — all products of years of direct engagement that no training corpus can substitute.
The swan-neck flask experiment is the paradigmatic case. To settle whether microorganisms arose spontaneously from sterile broth or arrived from the external environment, Pasteur designed flasks whose curved necks admitted air but trapped airborne particles. Broth in these flasks remained sterile indefinitely. Break the neck — allow airborne particles to fall in — and contamination appeared within days. The design admitted only one explanation.
The methodology was explicit in Pasteur's practice from the Lille fermentation studies forward, systematized in his public debates with Pouchet over spontaneous generation (1860–1864), and codified in his address to the Académie des Sciences. It descends from Francis Bacon's experimentum crucis and anticipates Popper's emphasis on falsifiability.
Elimination, not accumulation. The decisive experiment eliminates alternatives rather than confirming a favorite; only one explanation survives.
Design is the art. Identifying the single variable that distinguishes competing explanations requires deep phenomenological understanding.
Plausibility is not truth. AI's fluent generation of plausible explanations makes the decisive experiment more, not less, essential.
Anticipation of failure modes. The prepared designer foresees how the experiment might fail to distinguish what it was constructed to distinguish.
The swan-neck paradigm. One flask design — neck curved, then broken — settled a two-century controversy by admitting only one explanation.