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Akyürek et al uses test-time compute.

Because LLMs are on an off-ramp path towards AGI. A generally intelligent system can brute force its way with just memory.

Once a model recognizes a weakness through reasoning with CoT when posed to a certain problem and gets the agency to adapt to solve that problem that's a precursor towards real AGI capability!


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