ClaudeCodeやCodexのサブエージェントの使い方！Googleの論文の結果や普段使っている方法を解説してみた

Nyanta's first book is now on sale! 📚 Amazon page ▶︎https://amzn.to/3QMrFnY "The Dify Textbook: Easy Business Efficiency with Generative AI and No-Code" Hello, this is Nyanta. This time, I've explained the mechanism of the "sub-agent (multi-agent)" function, which is often used in Claude Code and Codex, and when you should use it! It's often thought that "the more AI agents you link together, the smarter it should become!" However, according to Google's research, depending on the task, increasing the number of agents can actually decrease accuracy. Based on the experimental results from the paper, I'll explain cases where multi-agent systems actually decrease accuracy, and introduce three practical ways I use them in my daily work. 🙆‍♂️ If you want to use AI agents more effectively, please try them out using the video as a reference! 😊 ◻️Paper Towards a Science of Scaling Agent Systems https://arxiv.org/abs/2512.08296 ■Exclusive content available on LINE Official Account! ▼Register here▼ https://liff.line.me/2004040861-3Jvq4bAG Enter the keyword "present" now and receive the following for free! ・ChatGPT prompt summary ・Claude prompt summary ・Dify summary ■Chapters 00:00 Overview of Claude Code and Codex Subagents 04:36 Key Points of Multi-Agent Research Papers 05:41 Differences between Four Types of Multi-Agent Structures 08:49 The Myth of Increasing the Number of Agents and Accuracy Comparisons 11:30 When to Use Parallel and Serial Tasks 14:06 The 45% Rule and Points to Note Regarding Coordination Costs 19:05 Subagent Parallel Investigation Workflow 22:30 Objective Evaluation Patterns to Avoid Subjectivity 25:57 How to Improve Quality with Creation and Verification Loops 29:40 Summary of Subagent Utilization ■Udemy We also have a course on how to use the ChatGPTAPI, so please check it out if you're interested! (Coupon available!) https://linktr.ee/nyanta_youtuber ■X, Instagram   / vtuber_nyanta     / vtuber_nyanta   ■Nyanta's Contact Information [email protected] *The above product link URL uses an Amazon Associate link. --------------------------------------------------------------------------- ■Music Provided by Free BGM DOVA-SYNDROME: http://dova-s.jp/ Sound Effect Lab: https://soundeffect-lab.info/ ■Editing Nyanta's Wife 　A word: There are patterns where the accuracy decreases 😮 --------------------------------------------------------------------------- #AI #GenerativeAI