🎯 Real-world validation through extended #CCBench testing with human evaluators completing multi-turn tasks in isolated #Docker containers across frontend development, tool building, data analysis, testing & algorithms

🔧 Near parity with #ClaudeSonnet4 (48.6% win rate) while outperforming other #opensource baselines in practical scenarios

⚙️ 15% more token-efficient than #GLM45, finishing tasks with fewer tokens while maintaining higher capability levels