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Applied AI·September 2, 2026·1 min read

Pangram’s Max Spero on why AI detection is harder than ‘Real or Fake’

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If AI detection is already failing on job applications, reviews, and claims, you have to assume your intake channels are polluted by default. Operators should shift from trying to perfectly detect AI content to redesigning workflows and incentives so that undetected synthetic input does less damage.

Applied AI

‘If we don’t like it, we’ll kill it. If we love it, we’ll marry it’: We were dreaming about ChatGPT thousands of years before it existed — here's how ancient myths shaped the AI we’re building today

The stories we tell about AI—servant, oracle, monster—quietly set user expectations and risk tolerance before any product spec is written. If you're deploying AI into consumer or employee workflows, align your narrative with the actual failure modes you can manage, not the myth you're unconsciously reenacting.