Coding is not just another application domain for AI; it is the meta-skill that lets AI generate its own training material and start the recursive self-improvement loop.

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• In tension with

  If nobody creates content any more because everyone just asks an AI, there is nothing left for AI to train on.

  Levels says that if everyone stops creating and just asks a model, there is nothing left for models to train on. Chollet says coding is the meta-skill that lets AI generate its own training material and start the recursive loop. The second is the escape hatch from the first, and it only opens for the domains where the machine can check itself.

Shared subject first, then similar wording. They may agree or disagree.

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• Games are particularly rich and controlled environments uniquely well-suited for evaluating rapid world model induction in AI FCFrançois Chollet17 Jul 2025world models
• Human adaptability is fundamentally linked to the efficient construction and refinement of internal world models FCFrançois Chollet17 Jul 2025world models
• Rapid world model induction will be critical for achieving robust, general AI that functions in complex, fast-changing real and human worlds FCFrançois Chollet17 Jul 2025world models

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