#computer-use

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.