The Pentagon's elevation of an AI targeting platform, emerging analog hardware, and workflow-centric design all signal a pivot from raw model power to reliability, control, and efficiency. Field results in geology, astronomy, and neuroscience show AI acting as an instrument that amplifies signals when data and pipelines are rigorous, while audits and calibration research target waste and overconfidence in current stacks.
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