AI’s most visible markers can be the least informative
Human approval, organisational AI use and human–AI collaboration may all be real while concealing how work, influence and control were actually distributed.
Read note →Human oversight has an attention budget
Human oversight consumes limited attention. Safety clutter, alert fatigue and aviation checklist design show why adding more checks can weaken the scrutiny those checks were intended to provide.
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