LongCat-Flash-Thinking-2601

LongCat-Flash-Thinking-2601 is an upgraded version of LongCat-Flash-Thinking with 560B total parameters (MoE, ~27B activated). It achieves open-source SOTA performance on core evaluation benchmarks including Agentic Search, Agentic Tool Use, and Tool-Integrated Reasoning (TIR). Features Heavy Thinking mode that contributes +4-6 points on demanding agentic reasoning benchmarks. Mid-training with structured agentic trajectories improves pass@k by up to +12 points, and context management yields +17.5 improvement.