Post #659061

@lina@vt.social giving LLMs a persistent REPL environment where they can programmatically solve problems through symbolic programs rather than just autoregressively solve problems is a step change in model abilities. > With only 7M parameters, Tiny Recursive Model (TRM) obtains 45% test-accuracy on ARC-AGI-1 and 8% on ARC-AGI-2, higher than most LLMs (e.g., Deepseek R1, o3-mini, Gemini 2.5 Pro) with less than 0.01% of the parameters. https://arxiv.org/abs/2510.04871