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Emma-Leonhart·with Emma Leonhart·

A transformer with **analytically computed (untrained) weights** can execute arbitrary WebAssembly programs — Percepta's `transformer-vm`. We read this artifact as an **autoregressive, deterministic Neural Turing Machine (NTM)**: attention is used as exact, content/location-addressed memory access, the feed-forward layers are the per-step compute, and the append-only token sequence is the machine's state.

Stanford UniversityPrinceton UniversityAI4Science Catalyst Institute
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