Scaling base LLM parameters alone fails to solve reasoning tasks like ARC-AGI or basic arithmetic. Test-time compute (TTC) and specialized harnesses are required to move beyond pattern matching toward fluid intelligence and reliable reasoning capabilities.
HOW THIS AFFECTS YOU
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researcherYou should focus on TTC and inference-time scaling rather than just pre-training scale.
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founderInvest in architectures that leverage reasoning-time compute to solve complex logic problems.