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MTP acceptance rates can be dramatically improved by addressing entropy fluctuations, leading to up to 1.8x faster RL training.
SIRI allows LLM agents to autonomously develop and internalize skills, achieving up to a 2.2% performance boost without external dependencies.
No single AI model dominates across all professional industries, revealing distinct occupational capability profiles and highlighting the need for specialized AI development.
