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#symbolic-reasoning

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Neural Computers From MetaAuto Signal That Video Models Can Replace Shell Interpreters — But Symbolic Instability Won't Scale Past Stateful Tasks

Neural Computers replace the interpreter with learned pixel I/O, but the paper shows these agents fail at symbolic state and multi-step arithmetic.
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