Executing programs inside transformers with exponentially faster inference

Reddit r/LocalLLaMA / 3/13/2026

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Key Points

The article introduces the idea of executing programs inside transformer models to achieve exponentially faster inference, signaling a potential breakthrough in runtime efficiency.
It references a Percepta AI blog post titled "Can LLMs be computers" as a theoretical or exploratory basis for the approach.
The content is a Reddit submission by user /u/liquiddandruff in the LocalLLaMA community, indicating early-stage discussion and community interest.
If validated, this approach could influence how engineers design transformer-based systems and tooling, potentially reducing latency and affecting deployment considerations, though it remains experimental.

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