---
title: "Token效率国内第一！MiMo-V2.5 Pro登顶开源Agent王者；罗福莉：OpenClaw是巨大分水岭，模型与Harness需同步演进，MLA不符合Agent范式"
source_name: "51CTO技术栈"
original_url: "https://mp.weixin.qq.com/s?__biz=MjM5ODI5Njc2MA==&mid=2655938920&idx=1&sn=2e3a793631b99295520017cee88b154b"
canonical_url: "https://www.traeai.com/articles/13e9c0db-8ab9-402d-b49f-a0cb5692282b"
content_type: "article"
language: "中文"
score: 5
tags: ["AI模型","开源","技术架构"]
published_at: "2026-04-28T08:54:00+00:00"
created_at: "2026-04-28T09:51:34.05744+00:00"
---

# Token效率国内第一！MiMo-V2.5 Pro登顶开源Agent王者；罗福莉：OpenClaw是巨大分水岭，模型与Harness需同步演进，MLA不符合Agent范式

Canonical URL: https://www.traeai.com/articles/13e9c0db-8ab9-402d-b49f-a0cb5692282b
Original source: https://mp.weixin.qq.com/s?__biz=MjM5ODI5Njc2MA==&mid=2655938920&idx=1&sn=2e3a793631b99295520017cee88b154b

## Summary

文章因环境异常无法访问，内容可能涉及开源Agent模型与技术演进。

## Key Takeaways

- 具体内容因环境异常无法提取
- 标题提及Token效率和Agent模型
- 讨论可能涉及技术分水岭

## Content

Title: Weixin Official Accounts Platform

URL Source: http://mp.weixin.qq.com/s?__biz=MjM5ODI5Njc2MA==&mid=2655938920&idx=1&sn=2e3a793631b99295520017cee88b154b

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Markdown Content:
## 环境异常

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