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When AI companies start influencing policy and policy starts influencing AI companies, things get messy quickly. Regardless of the politics around Donald Trump or Dario Amodei, it’s a reminder that AI is no longer just a tech story — it’s a geopolitical and regulatory one.

The “shortest round-trip” requirement is key. If the decimal string is parsed back into a float, you must recover the exact original value. That constraint is what makes the algorithmic problem much harder than just formatting a number.

LeCun has been arguing for years that predicting text isn’t enough for real intelligence. This startup is basically his attempt to prove that world models — not bigger LLMs — are the path to AI that can reason about the physical world.