Qwen: Qwen3 Coder Flash

Qwen3 Coder Flash, Alibaba's fast and cost-efficient coding agent, consistently ranks among the fastest models and offers highly competitive pricing across various benchmarks. It demonstrates exceptional reliability with a 98% success rate, indicating minimal technical failures. The model excels in its specialized domain, achieving 92.0% accuracy in Coding, placing it in the 82nd percentile. It also shows strong performance in Ethics (98.0% accuracy) and General Knowledge (81.5% accuracy), though its General Knowledge ranking is in the 25th percentile. A significant weakness is its 0.0% accuracy in the Hallucinations benchmark, indicating it does not appropriately acknowledge uncertainty. Its Instruction Following (56.0% accuracy) and Email Classification (91.0% accuracy) performances are moderate, with the latter ranking in the 19th percentile. Reasoning abilities are fair at 66.0% accuracy. Overall, Qwen3 Coder Flash is a powerful coding agent with impressive speed, cost-efficiency, and reliability, but it needs improvement in handling uncertainty and general instruction following.