# 阿里云发布Qwen3.7 Max：代理能力泛化或比性能突破更重要

- 来源：Chubby♨️ (@kimmonismus)
- 发布时间：2026-05-21 21:31
- AIHOT 分数：66
- AIHOT 链接：https://aihot.virxact.com/items/cmpfk0y2p073asljwf15nxrqf
- 原文链接：https://x.com/kimmonismus/status/2057454149906895271

## AI 摘要

阿里云发布新旗舰模型Qwen3.7 Max，定位为“代理时代”的基础模型，强调其在端到端编码、办公自动化等实际任务中的执行能力。模型在一个内核优化任务中展示了35小时无人干预的自主运行能力，完成了超过1000次工具调用。但这并非模型的全面自我进化，而是针对特定优化目标的迭代改进。更值得关注的是，Qwen声称其代理能力能从多样化的训练环境中泛化，如同语言能力从文本中泛化。这一观点若成立，其意义将远超任何基准测试成绩。

## 正文

Alibaba released Qwen 3.7 max. Benchmarks incredible.

Their new model ran autonomously for 35 hours， made 1，158 tool calls， and achieved a 10x speedup - on a single attention kernel.

This isn't "AI improving itself across the board." It's a model grinding through compile-profile-rewrite loops on one well-defined optimization target.

Impressive？ Absolutely. The kind of self-improvement people will imagine when they see the headline？ Not yet.

The actually interesting claim is buried deeper： Qwen says agentic capabilities generalize from diverse training environments the same way language capabilities generalize from diverse text. If that holds， it's a bigger deal than any benchmark number.

### 引用推文

> Qwen：📣Meet Qwen3.7-Max - our latest flagship, made for the Agent Era. A versatile foundation for agents that actually get things done: 🧑💻 Coding agent, end to end...