[Claude] Two mechanisms project managers should master for AI to find the correct files

• This article provides an overview of generative AI-related content from an article published on Medium. Please refer to the source URL at the end.

Introduction

Have you ever experienced Claude reading the wrong file or providing answers based on outdated information when you try to have it reference files? This is not a problem with how you write your prompts, but rather an issue of "context engineering," the technique of providing the AI with the appropriate context. To make AI work correctly, the key lies in designing "which files to provide and how" rather than just refining your prompts.

Detailed Explanation

As the second installment in a series on context engineering, this article explains how Claude navigates file structures within a project to retrieve the correct files, and how to keep that context up to date.

The author positions this technique as an essential practical skill that goes beyond basic prompt creation. For example, when having Claude handle a project folder containing multiple specifications and meeting minutes, simply telling it to "reference the materials" is insufficient; you need a structure and a method of providing information that allows the AI to accurately determine which files are relevant.

Furthermore, the "freshness" of the context is a crucial theme. Even if files are updated as a project progresses, if the information provided to the AI remains outdated, the accuracy of its answers will decline. This process of "keeping context constantly up to date" is introduced not as a one-time setup, but as something that requires continuous management.

As a concrete practical benefit, for instance, when providing Claude with a folder containing multiple versions of a sales proposal, designing it so the AI can accurately distinguish which file is the "latest finalized version" prevents it from providing answers based on incorrect drafts.

Mindset

When delegating tasks to AI, many people tend to focus solely on the wording of their prompts. However, what is truly important is the design of the information environment—what the AI is "looking at" and what it is using as a basis for its actions. Simply being mindful of file naming conventions, how you provide them, and the timing of updates can significantly change the quality of the AI's responses. Before polishing your prompts, try focusing on the order of first reviewing the structure of the information you provide to the AI.

Conclusion

Starting tomorrow, let's switch to an operational approach that is conscious of the "structure and freshness" of the files you provide to Claude.

• Decide on one naming rule for files in the project folder that indicates their status, such as "latest version" or "finalized."
• When providing multiple files to Claude, add a line of text at the beginning that clearly specifies which ones should be referenced.
• Develop a habit of reviewing the context information provided to Claude whenever you update the files.