Kwaipilot: KAT-Coder-Pro V1

Kwaipilot's KAT-Coder-Pro V1, created on November 9, 2025, is an advanced agentic coding model optimized for real-world software engineering tasks, achieving a 73.4% solve rate on SWE-Bench Verified. The model performs among the fastest models, ranking in the 65th percentile for speed, and offers competitive pricing, placing in the 69th percentile for cost-effectiveness. Notably, KAT-Coder-Pro V1 demonstrates exceptional reliability with a 100% success rate across all benchmarks, indicating minimal technical failures. Its strengths lie in General Knowledge and Ethics, both achieving 99.0% accuracy, and strong Reasoning capabilities at 84.0%. The model also shows solid performance in Mathematics (88.0%) and Coding (82.0%). A key area for improvement is its handling of Hallucinations, where it scored 82.0% accuracy, indicating a tendency to not always acknowledge uncertainty. Email Classification (95.0%) and Instruction Following (60.0%) also present opportunities for enhancement. Overall, KAT-Coder-Pro V1 is a robust agentic coding model with high reliability and strong performance in core knowledge and reasoning tasks, though its ability to acknowledge uncertainty could be refined.