I Won My Three Year AI Progress Bet In Three Months
Astral Codex Ten Podcast
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Compositionality Is the Wall
Compositionality is at the core of intelligence. Even red cube and blue cube on their own are represented unreliably. The inability of systems like doll e to understand somantics in ways requiring an actual internal world model strike me as the very heart of the issue. We can also see this exact failure mode in the language models themselves. They only produce good results when the human asks for something vague with lots of room for interpretation, like poetry or fanciful stories without much internal logic or continuity.
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