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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.
Your ultimate resource for macOS Office installers, serializers, and troubleshooting.
Copyright (c) 2025 Collin Dewey
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
Current Status (as of December 24, 2025):
Discord officially removed the HypeSquad section from settings in September 2025, meaning you can no longer join via the in-app quiz. Existing badges remain visible on profiles, but new users can't join officially.
Good news: The internal API endpoint (/hypesquad/online) still works! This console script lets you add a HypeSquad house badge directly.
Important Warnings:
- This is unofficial and may violate Discord's Terms of Service (considered automation).
- Use at your own risk—account bans are rare for this but possible.
I have a cluster of 3 Minisforum MS-01 Mini PCs running Talos Linux for my k8s cluster. Previously, I had set these machines up using Debian & K3s for the cluster and configured Thunderbolt Networking by follow this video by Jim's Garage Which is baed on this gist series from scyto
This is how I have mine connected, this means that each one of the my 3 nodes has a cable going to the other two nodes

| #!/bin/bash | |
| set -e | |
| # ── Config ─────────────────────────────────────────────────────────── | |
| REPO="https://github.com/tylergermain/thread-carousels.git" | |
| # Skills available in this repo (name|description) | |
| SKILLS=( | |
| "instagram-thread-carousel|Turn text threads into Instagram carousel slides styled as tweet screenshots" |
