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This Could Be the Biggest Risk for Artificial Intelligence (AI) Stocks That No One Wants to Talk About (Hint: It's Not Rising Debt)

Key PointsAI agents can automate tasks and simplify processes for businesses, but they have also gone rogue.

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Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.

Every vision-language-action policy shipped this year answers one query with a chunk of future actions — and then executes an open-loop prefix of that chunk before it looks again. The length of that prefix, the execution horizon L , is set per deployment by whoever tunes it last.

  • Execution horizon is solution to equation with inherent limitations
  • Staggered policy performance indicates longer horizons can degrade
  • Optimal horizon emerges from stationarity condition, not fitted curve

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