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@tangtang-0521 tangtang-0521 commented Dec 16, 2025

Summary by CodeRabbit

  • Documentation
    • New blog post (Chinese) on building AI applications with Koupleless, detailing three paradigms: Super Intelligent Agent, Independent Agent Platform, and Hybrid pattern. Includes diagrams, implementation guidance, narrative tips, and a concluding summary on iteration and multi-language development; links to community resources and project references.

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coderabbitai bot commented Dec 16, 2025

Walkthrough

Adds a new Chinese blog post describing three Koupleless-driven AI application paradigms: Super Intelligent Agent, Independent Agent Platform, and Hybrid pattern, with diagrams, design details, and community links.

Changes

Cohort / File(s) Change Summary
Koupleless AI Application Blog Post
content/zh/blog/build-your-ai-applications-with-koupleless-three-efficient-development-paradigms/index.com
Added a new Chinese-language blog post covering three development paradigms (Super Intelligent Agent, Independent Agent Platform, Hybrid), architectural descriptions, diagrams, implementation patterns (MCP, RAG, memory, routing), and community/project links.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~10 minutes

  • Single content addition (no code)
  • Review items: factual accuracy of technical descriptions, clarity of diagrams, correctness of links and localization

Suggested reviewers

  • zhenjunMa

Poem

🐰 I nibble notes on agent dreams,

Modules hop through memory streams,
Diagrams sketched with carrot ink,
Koupleless helps ideas link,
Hooray — new blogs for builders to think! 🎋

Pre-merge checks and finishing touches

❌ Failed checks (1 inconclusive)
Check name Status Explanation Resolution
Title check ❓ Inconclusive The title 'Create index.com' is vague and generic, failing to describe the actual content being added—a blog post about Koupleless AI application development paradigms. Use a more descriptive title that reflects the main content, such as 'Add blog post on three AI application development paradigms with Koupleless' or similar.
✅ Passed checks (2 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
✨ Finishing touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment

📜 Recent review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between e965eb6 and 8b9fe16.

📒 Files selected for processing (1)
  • content/zh/blog/build-your-ai-applications-with-koupleless-three-efficient-development-paradigms/index.com (1 hunks)
🚧 Files skipped from review as they are similar to previous changes (1)
  • content/zh/blog/build-your-ai-applications-with-koupleless-three-efficient-development-paradigms/index.com

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Actionable comments posted: 3

📜 Review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 2035b57 and e965eb6.

📒 Files selected for processing (1)
  • content/zh/blog/build-your-ai-applications-with-koupleless-three-efficient-development-paradigms/index.com (1 hunks)

Comment on lines +1 to +9
---
title: "基于 Koupleless 构建你的 AI 应用:三种高效研发范式"
authorlink: "https://github.com/sofastack"
description: "本文旨在通过介绍蚂蚁集团 3 种常见的 AI 应用研发范式,以期帮助开发者高效的构建出自己的 AI 应用。"
categories: "SOFAStack"
tags: ["SOFAStack"]
date: 2025-08-26T15:00:00+08:00
cover: "https://img.alicdn.com/imgextra/i4/O1CN01nfF2Ps1WbCTKNjOGH_!!6000000002806-2-tps-796-336.png"
---
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⚠️ Potential issue | 🔴 Critical

Incorrect file extension: rename index.com to index.md.

The file uses markdown syntax but has a .com extension. Static site generators like Hugo expect .md for markdown files. The blog post will not be rendered with the current extension.

🤖 Prompt for AI Agents
In
content/zh/blog/build-your-ai-applications-with-koupleless-three-efficient-development-paradigms/index.com
lines 1-9, the post is written in Markdown but the file extension is .com which
prevents the static site generator from rendering it; rename the file to
index.md, preserve the front-matter and content exactly, update any internal
links or references (e.g., navigation, imports, tests, or CI scripts) that point
to index.com to point to index.md, and run a local build to confirm the post is
rendered correctly.

Comment on lines +57 to +58
![图片](https://img.alicdn.com/imgextra/i2/O1CN01eTGBpx1euS2vWWlk8_!!6000000003931-2-tps-795-490.png)
图 3 独立智能体平台模式架构示意图
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⚠️ Potential issue | 🟡 Minor

Missing blank line between image and caption.

Lines 57-58 place the image and caption on consecutive lines without a blank line separator. Other figures in this post (lines 33-35, 45-47) include a blank line between the image and caption for consistent formatting.

 ![图片](https://img.alicdn.com/imgextra/i2/O1CN01eTGBpx1euS2vWWlk8_!!6000000003931-2-tps-795-490.png)
+
 图 3 独立智能体平台模式架构示意图
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
![图片](https://img.alicdn.com/imgextra/i2/O1CN01eTGBpx1euS2vWWlk8_!!6000000003931-2-tps-795-490.png)
图 3 独立智能体平台模式架构示意图
![图片](https://img.alicdn.com/imgextra/i2/O1CN01eTGBpx1euS2vWWlk8_!!6000000003931-2-tps-795-490.png)
图 3 独立智能体平台模式架构示意图
🤖 Prompt for AI Agents
In
content/zh/blog/build-your-ai-applications-with-koupleless-three-efficient-development-paradigms/index.com
around lines 57 to 58, the image and its caption are on consecutive lines
without a blank line; insert a single blank line between the image Markdown line
and the caption line so the caption renders as a separate paragraph, matching
the formatting used for other figures (e.g., lines 33-35 and 45-47).

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