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LLM Wiki

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.

The core idea

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.

/*
* Copyright (C) 2014 The Android Open Source Project
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
@mattiaslundberg
mattiaslundberg / arch-linux-install
Last active August 9, 2026 16:42
Minimal instructions for installing arch linux on an UEFI system with full system encryption using dm-crypt and luks
# Install ARCH Linux with encrypted file-system and UEFI
# The official installation guide (https://wiki.archlinux.org/index.php/Installation_Guide) contains a more verbose description.
# Download the archiso image from https://www.archlinux.org/
# Copy to a usb-drive
dd if=archlinux.img of=/dev/sdX bs=16M && sync # on linux
# Boot from the usb. If the usb fails to boot, make sure that secure boot is disabled in the BIOS configuration.
# Set swedish keymap
apply plugin: 'java'
apply plugin: "jacoco"
repositories {
mavenCentral()
}
dependencies {
@albrow
albrow / confirm.go
Last active April 16, 2023 03:03
Go (golang): How to ask for user confirmation via command line
import (
"fmt"
"log"
"os"
"sort"
)
// askForConfirmation uses Scanln to parse user input. A user must type in "yes" or "no" and
// then press enter. It has fuzzy matching, so "y", "Y", "yes", "YES", and "Yes" all count as
// confirmations. If the input is not recognized, it will ask again. The function does not return
@pyricau
pyricau / ThreadPreconditions.java
Created November 29, 2012 09:59
Check that your UI APIs are called from the UI Thread
public class ThreadPreconditions {
public static void checkOnMainThread() {
if (BuildConfig.DEBUG) {
if (Thread.currentThread() != Looper.getMainLooper().getThread()) {
throw new IllegalStateException("This method should be called from the Main Thread");
}
}
}
}
// Grid Made by NeCkEr =)
(function () {
// Private function
function getColumnsForScaffolding(data) {
if ((typeof data.length != 'number') || data.length == 0)
return [];
var columns = [];
for (var propertyName in data[0])
columns.push({ headerText: propertyName, rowText: propertyName });
@endolith
endolith / Has weird right-to-left characters.txt
Last active September 23, 2026 09:47
Unicode kaomoji smileys emoticons emoji
ּ_בּ
בּ_בּ
טּ_טּ
כּ‗כּ
לּ_לּ
מּ_מּ
סּ_סּ
תּ_תּ
٩(×̯×)۶
٩(̾●̮̮̃̾•̃̾)۶