A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

Download Windows Media Creation Tool

Open Powershell and use it to launch the tool with these options. You can either use a relative or absolute path for the exe file. An easy way to get the path of a file is to hold in shift and right click, then select "Copy as path" in File Explorer.

# Make sure to change the language code to your liking, I have selected en-US. If you are on 32-bit you can use x84.
C:\Users\Felix\Downloads\MediaCreationTool_22H2.exe /Eula Accept /Retail /MediaLangCode en-US /MediaArch x64 /MediaEdition Enterprise

Select the "Create USB" option if you want a stock Windows 10 Enterprise USB installer. Select the ISO option if you want to create a customized ISO & installer with preinstalled drivers using a CAB package.

Please make me a rich, interactive explanation of the specified code change.

It should have these sections:

https://addons.mozilla.org/en-US/firefox/addon/ublock-origin/

Make sure the following options are off:

• Disable pre-fetching