Harrison Chase(@hwchase17)

> For me, agentic performance on spreadsheet tasks is the whole of Shortcut existence. So I'm goi...

6.0内容质量
> For me, agentic performance on spreadsheet tasks is the whole of Shortcut existence. So I'm goi...

TL;DR · AI 摘要

Shortcut的核心竞争力在于电子表格任务的智能代理性能,构建自定义harness是超越大模型实验室的关键。

核心要点

  • 自定义harness是提升Shortcut竞争力的唯一途径
  • LangChain博客提供具体构建方法(链接:langchain.com/blog/how-to-build)
  • 初创公司可通过结构优势对抗大模型公司

结构提纲

按章节快速跳转。

  1. Shortcut的生存依赖于电子表格任务的智能代理性能优化

  2. 通过自定义harness构建实现对大模型实验室的超越

  3. LangChain博客提供具体实现方案和工具链

  4. 初创公司具备对抗大模型公司的结构性优势

思维导图

用一张图看清主题之间的关系。

查看大纲文本(无障碍 / 无 JS 友好)
  • Shortcut竞争力构建
    • 核心优势
      • 电子表格智能代理性能
    • 技术方案
      • 自定义harness构建
      • LangChain工具链
    • 行业环境
      • 初创公司结构性优势
      • 对抗大模型实验室

金句 / Highlights

值得收藏与分享的关键句。

#AI#初创公司#技术策略
打开原文

Harrison Chase on X: "> For me, agentic performance on spreadsheet tasks is the whole of Shortcut existence. So I'm going to beat competitors by obsessing over the harness. custom harness is the only way you will beat the labs agentic experience heres how to build one: https://t.co/Y8QoykQGu5" / X

Harrison Chase

@hwchase17

For me, agentic performance on spreadsheet tasks is the whole of Shortcut existence. So I'm going to beat competitors by obsessing over the harness. custom harness is the only way you will beat the labs agentic experience heres how to build one:

langchain.com/blog/how-to-bu…

Peter Wang

@BrainsAndTennis

Jul 13

Article

Building against the big labs that are trying to eat you

The ongoing doomer sentiment on big model companies eating your product / startup is getting a little exhausting. Startups and builders still have natural structural advantages, and these can be used...

9:42 PM · Jul 13, 2026

23.5K

Views

1

3

13

4

14

141

2

232

Read 13 replies