You need to steal this tip from the creator of Claude Code if you are building in 2025.

@thad.codes

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Claudeseen in 998 videos →https://claude.ai/code ↗

Why it worked

The video provides a highly specific, actionable technical tip that promises to make a popular developer tool more efficient, leveraging the authority of both the tool's creator and academic research.

Summary

The creator explains how to use a 'Claude.md' file to improve the performance of Claude Code agents through a self-improving loop. He references academic research to validate the method and offers a template file to viewers who comment on his post.

Structure

1Introduce the Claude.md tip
2Explain what a Claude.md file is
3Describe the self-improvement loop mechanism
4Reference academic research on agentic context engineering
5Call to action to comment for the template

Product placement

Claude Code is the central subject of the video, with the creator explaining its features and providing a template to optimize its use.

Original caption

an incredibly powerful pattern for improving your claude code outputs, give it a try! TikTok doesn’t allow for DM automation, so if you want the link to the template, leave a comment on Instagram! (My username is the same) #codinglife #computerscience #softwareengineer #swe #claude

More from @thad.codes

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Call to action

comment "markdown" and I will DM you the file!

On-screen text

Claude steal this tip of claude code if you are building in 2025 Boris Cherny, recently shared a strategy for his Claude.md file on X and his workflow is so good it's backed by stanford researchers If you don't know what a Claude.md file is It's basically a persistent high level set of instructions for claude code agents This file is extremely important as it guides your AI's behavior informing it of things like project structure or patterns thus reducing errors and saving you money This is a markdown file based on his post but the real genius of it comes from a single instruction the self improvement loop This is a clause in the markdown file that informs the AI that after any code correction to update another markdown file with the lesson it learned This allows claude code to write rules for itself Thus the longer you use it the smarter it gets on your code base It's actually a studied phenomenon for researchers at stanford and UC Berkeley called agentic context engineering Results from the study found that evolving contexts enable scalable efficient and self improving LLM systems with low overhead If you want to give this tip a try for yourself comment "markdown" and I will DM you the file! comment "markdown" and I will DM you the file! Thanks for watching!

Transcript

You need to steal this tip from the creator of Claude Code if you are building in 2025. The guy who built Claude Code, Boris Cherny, recently shared a strategy for his Claude.md file on X, and his workflow is so good it's backed by Stanford researchers. If you don't know what a Claude.md file is, it's basically a persistent, high-level set of instructions for your Claude Code agents. This file is extremely important as it guides your AI's behavior, informing it of things like project structure or patterns, thus reducing errors and saving you money. This is a markdown file based on his post, but the real genius of it comes from a single instruction: the self-improvement loop. This is a clause in the markdown file that informs the AI that after any code correction, to update another markdown file with the lesson it learned. This allows Claude Code to write rules for itself. Thus, the longer you use it, the smarter it gets on your code base. It's actually a studied phenomenon for researchers at Stanford and UC Berkeley called agentic context engineering. Results from the study found that evolving contexts enable scalable, efficient, and self-improving LLM systems with low overhead. If you want to give this tip a try for yourself, comment "markdown" and I will DM you the file!