Shift in LLM Paradigm from Static Prediction to Test-Time Adaptation

Test-time adaptation (TTA) represents a fundamental shift in the LLM tech platform, moving beyond the limitations of base model scaling. This evolutionary step enables advanced reasoning capabilities that static next-token prediction models cannot achieve alone.