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KAT-Coder-V2.5 outperforms existing models in agentic tool-use, showcasing a new paradigm for autonomous coding agents within executable environments.
RAVEN achieves a remarkable 20.2% improvement in forecasting accuracy for S&P500 by dynamically adapting its context windows to the financial regime.
