Qwen: Qwen3 Coder Next

Qwen3-Coder-Next, an 80B sparse MoE model with 3B activated parameters, is designed for coding agents and local development. It exhibits a strong focus on reliability, achieving an exceptional 99% success rate across benchmarks, indicating consistent and usable responses. However, its speed performance tends to be slower, ranking in the 15th percentile. Conversely, its pricing is competitive, falling in the 52nd percentile. The model demonstrates perfect accuracy in Ethics, making it the most accurate at its price point and among models of comparable speed. It also performs well in General Knowledge (99.0% accuracy) and Coding (89.5% accuracy), ranking in the 64th percentile for both. Its ability to handle long-horizon coding tasks and complex tool usage is a key strength, supported by its native 256k context window. While its Hallucinations accuracy is 94.0%, it ranks in the 50th percentile, suggesting room for improvement in acknowledging uncertainty. A notable weakness is its performance in Reasoning, where it ranks in the 1st percentile for duration, indicating significantly longer processing times for complex problems, despite a respectable 79.6% accuracy. Its Instruction Following accuracy is moderate at 59.6%. The model's exclusive non-thinking mode simplifies integration for production coding agents.