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Applied AI·September 15, 2026·1 min read

Former TikTok execs built an app that uses AI to teach you how to pose for a photo

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An AI camera app that generates four suggested poses per shot is another example of AI moving from content creation to real-time behavioral coaching. For consumer and creator products, the competitive bar is shifting toward embedded guidance that shapes what users do before they ever hit record.

Applied AI

Medicare is using AI to approve claims. The result has been ‘alarmingly high denial rates.’

An AI claims pilot that drives “alarmingly high” denial rates and vendor warnings about unreadiness is a case study in what happens when you automate adjudication faster than you harden policy and appeals. Any operator deploying AI into rights- or benefits-determining workflows should slow down, add human-in-the-loop checkpoints, and assume legal discovery will surface every design decision you make.

Applied AI

'Nowhere in the world, including the UK, has a current legislative and regulatory approach to AI that is fit for purpose' — Britain’s lawmakers have started calling for AI regulation, and they should refuse to settle for half-measures

UK lawmakers publicly aligning with labs that say voluntary safeguards are no longer enough raises the odds of enforceable AI rules with real teeth. If you operate in or sell into the UK, start inventorying where your AI systems touch consumers, workers, and critical infrastructure — those are the zones most likely to see early, binding obligations.