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Kimi K3's innovative architecture achieves a 2.5x scaling efficiency improvement, enabling robust performance across diverse long-horizon tasks.
LLM agents get stuck in error feedback loops, but ProCeedRL's process-level critic and reflection-based demonstrations can actively break these cycles and substantially improve exploration.
