LLMs have flood-fill intelligence.

· Bits and Bobs 8/10/26
  • LLMs have flood-fill intelligence.
    • They appear to be generally intelligent, and they are.
    • But actually they just fill in whatever frame you give them.
    • They steelman the details, retconning whatever necessary to make the frame you gave them make sense.
    • That means that the frame you give them is the ceiling of what they can figure out.
    • If you propose a solution and don't invite any uncertainty or questioning of that frame, they'll mostly oblige.
    • They don't know when to stop; they keep on filling in details until it's overstuffed.
      • Superficially very compelling, but overwhelming and over the top.
    • They produce reasoning that is high-quality and impressive in the details… and then sometimes as you zoom out and go, "wait, what?"
    • Incidentally this now makes a possibly-crackpot analysis difficult to tell apart from genius.
      • Before, if someone produces a compelling detailed analysis, that was only possible if they're onto something.
      • But LLMs can make even the most crackpot ideas sound perfectly intelligent.
      • The trappings of quality in an argument are now disjoint from the quality of the argument.