korrents

korrents · piece

A knockout blow for LLMs?

Gary Marcus · 7 Jun 2025 · garymarcus.substack.com

6 korrents from this piece

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  1. And good luck getting to “alignment” or “safety” without reliabilty.
  2. The vision of AGI I have always had is one that combines the strengths of humans with the strength of machines, overcoming the weaknesses of humans.
  3. What the Apple paper shows, most fundamentally, regardless of how you define AGI, is that LLMs are no substitute for good well-specified conventional algorithms.
  4. Worse, as the latest Apple papers shows, LLMs may well work on your easy test set (like Hanoi with 4 discs) and seduce you into thinking it has built a proper, generalizable solution when it does not.
  5. But anybody who thinks LLMs are a direct route to the sort AGI that could fundamentally transform society for the good is kidding themselves.
  6. But this particular approach has limits that are clearer by the day.