In coding capabilities, Qwen3.8 ranks fourth globally on the authoritative CodeArena leaderboard. According to official statements, Qwen3.8 can autonomously complete real project deliveries lasting over ten days, starting from an empty folder, without any human intervention. For example, with just a single instruction to 'create a self-evolving agent harness,' Qwen3.8 autonomously built a loop engineering framework, independently programmed for about 16 days, and produced a self-evolving agent framework 'oh-my-cli' at the level of Hermes Agent, which has been fully open-sourced.
In office capabilities, Qwen3.8 achieved real performance improvements across hundreds of high-value, high-frequency professional tasks through joint reinforcement learning expansion in real environments and computing power. For instance, a legal assistant team would need a week to annotate over a thousand clauses, but Qwen3.8 completed it within an hour; a basketball data analysis team would need to annotate 160 hours of video frame by frame, but Qwen3.8 broke down over 8,400 offensive and defensive rounds in tens of minutes; a financial research team would need years of accumulated quantitative strategy research, but Qwen3.8 delivered a complete ETF rotation strategy after several hours of continuous work.