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Applied AI·September 24, 2026·1 min read

These days, Halloween starts in summer. AI helps get coveted candy and costumes on shelves faster.

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Seasonal retail is becoming a year-round forecasting problem, not a 60-day scramble — Mars and Walmart using AI to pull Halloween planning forward is the template. If you sell into big-box or CPG, assume your buyers will expect SKU-level demand signals and replenishment plans months earlier than your historical cycle.

Applied AI

'It almost started a war': US Army nearly boarded a Chinese ship after receiving an "entirely false" AI-hallucinated intelligence report saying it had nuclear arms on board

An AI hallucination nearly triggered a military boarding over supposed nuclear cargo—this is the hard edge of “good enough” models in high-stakes workflows. Any organization using AI for intelligence or alerting needs a formal doctrine for human verification and escalation, not ad hoc “looks right” checks.