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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.

#! /usr/bin/env python3
#
# GlSurface example code for VLC Python bindings
# Copyright (C) 2020 DaniΓ«l van Adrichem <daniel5gh@spiet.nl>
#
# This program is free software; you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation; either version 2 of the License, or
@daniel5gh
daniel5gh / video.py
Last active January 25, 2023 15:56
Using python vlc bindings with OpenGL texture
# Copyright (C) 2020 DaniΓ«l van Adrichem <daniel5gh@spiet.nl>
# This program is free software; you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation; either version 2 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
@AdityaRanjanSingh
AdityaRanjanSingh / mock-aws-sdk.test.js
Last active July 21, 2023 08:08
Mocking aws-sdk in jest
const AWS = require('aws-sdk');
//In the test file
const mockDynamodbGetItem = jest.fn();
const mockS3GetObject = jest.fn();
//mock aws sdk
jest.mock('aws-sdk', () => {
return {
@antfu
antfu / πŸ“Š Weekly development breakdown
Last active November 5, 2025 05:23
πŸ“Š Weekly development breakdown
TypeScript 21 hrs 47 mins β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–’β–‘β–‘β–‘ 67.1%
Vue.js 6 hrs 21 mins β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–“β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘ 19.6%
JSON 2 hrs 10 mins β–ˆβ–ˆβ–ˆβ–ˆβ–’β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘ 6.7%
JavaScript 46 mins β–ˆβ–ˆβ–ˆβ–’β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘ 2.4%
@danielpereirabp
danielpereirabp / nginx-proxy
Created June 22, 2018 19:19
Nginx Proxy - SPA (Vue 2) + API/ADMIN (Laravel 5.6)
server {
listen 80;
server_name domain.com.br;
location / {
proxy_set_header X-Real-IP $remote_addr;
proxy_set_header Host $host;
proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
proxy_pass http://127.0.0.1:8181;
@kleinlennart
kleinlennart / drawer_icon.dart
Created May 24, 2018 15:01
Flutter Custom Drawer Icon (use keys)
class _HomePageState extends State<HomePage> {
final GlobalKey<ScaffoldState> _scaffoldKey = new GlobalKey<ScaffoldState>();
@override
Widget build(BuildContext context) {
return new Scaffold(
key: _scaffoldKey,
appBar: new AppBar(
title: new Text("App"),
leading: new IconButton(
@jcstr
jcstr / arch-uefi-lvm-luks.md
Last active December 28, 2025 03:44
Install an Encrypted Arch Linux
@weblancaster
weblancaster / gist:6e7f43fc02725ce747e224b0c4290906
Last active May 25, 2020 12:53
Kill all container, remove all images and stop all containers
#stop all containers:
docker kill $(docker ps -q)
#remove all containers
docker rm $(docker ps -a -q)
#remove all docker images
docker rmi $(docker images -q)
@btfak
btfak / useHexo.md
Created May 26, 2016 09:41
How to use Hexo and deploy to GitHub Pages