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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.

import os
os.environ["OPENAI_API_KEY"] = "XXX"
os.environ["GROQ_API_KEY"] = "YYY"
from routellm.controller import Controller
client = Controller(
routers=["mf"],
strong_model="gpt-4-1106-preview",
@AhsanAyaz
AhsanAyaz / solid-js-tutorial-snippets-part-2.json
Last active January 18, 2023 00:53
SolidJS Tutorial Snippets
[
{
"created": "2022-11-21T23:25:28.008Z",
"name": "sjs-request-page-index",
"tags": [
"sjs-request-page-index"
],
"content": "import { Component } from \"solid-js\";\n\nconst RequestIndex: Component = () => {\n return (\n <div class=\"flex flex-col md:flex-row gap-4 justify-center items-center bg-gray-200 p-4 border border-gray-300 min-h-full rounded-lg\">\n <div class=\"text-2xl flex gap-4 items-center\">\n <ion-icon class=\"text-4xl\" name=\"arrow-back-circle-outline\"></ion-icon>\n <span>Select a request from the left panel</span>\n </div>\n </div>\n );\n};\n\nexport default RequestIndex;",
"contentType": "typescriptreact"
},
@mneedham
mneedham / parquet-cli.sh
Created October 14, 2022 18:24
An intro to Apache Parquet
# The NYC Taxis Dataset - https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page
pip install parquet-cli
parq data/yellow_tripdata_2022-01.parquet
parq data/yellow_tripdata_2022-01.parquet --schema
parq data/yellow_tripdata_2022-01.parquet --head 10
@bradtraversy
bradtraversy / laravel_xampp_setup.md
Created April 22, 2022 01:16
Laravel Xampp setup on Mac and Windows

Laravel Xampp Setup (Windows & Mac)

Install Xampp

Install Xampp from https://www.apachefriends.org/index.html

  • Run the Xampp installer and open the Xampp control panel
  • Make sure that you enable the Apache and MySQL services
  • On mac you need to click "Start" on the Home tab, "Enable" on the Network tab and "Mount" on the Location Tab. Click "Explore" on the location tab to open your Xampp/Lampp folder

Install Composer

@bradtraversy
bradtraversy / laravel_valet_setup.md
Last active August 18, 2026 09:28
Laravel Valet install on mac

Laravel Valet Setup (Mac)

This will get you setup with Laravel & Valet on your Mac. Quentin Watt has a good video tutorial on getting setup here as well

Install Homebrew

Go to https://brew.sh/ and copy the command and run in your terminal

It will be something like this...

/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
We can make this file beautiful and searchable if this error is corrected: It looks like row 4 should actually have 31 columns, instead of 20 in line 3.
"diagnosis(1=m, 0=b)",radius_mean,texture_mean,perimeter_mean,area_mean,smoothness_mean,compactness_mean,concavity_mean,concave points_mean,symmetry_mean,fractal_dimension_mean,radius_se,texture_se,perimeter_se,area_se,smoothness_se,compactness_se,concavity_se,concave points_se,symmetry_se,fractal_dimension_se,radius_worst,texture_worst,perimeter_worst,area_worst,smoothness_worst,compactness_worst,concavity_worst,concave points_worst,symmetry_worst,fractal_dimension_worst
1,17.99,10.38,122.8,1001,0.1184,0.2776,0.3001,0.1471,0.2419,0.07871,1.095,0.9053,8.589,153.4,0.006399,0.04904,0.05373,0.01587,0.03003,0.006193,25.38,17.33,184.6,2019,0.1622,0.6656,0.7119,0.2654,0.4601,0.1189
1,20.57,17.77,132.9,1326,0.08474,0.07864,0.0869,0.07017,0.1812,0.05667,0.5435,0.7339,3.398,74.08,0.005225,0.01308,0.0186,0.0134,0.01389,0.003532,24.99,23.41,158.8,1956,0.1238,0.1866,0.2416,0.186,0.275,0.08902
1,19.69,21.25,130,1203,0.1096,0.1599,0.1974,0.1279,0.2069,0.05999,0.7456,0.7869,4.585,94.03,0.00615,0.04006,0.03832,0.02058,0.0225
@wumb0
wumb0 / PatchExtract.ps1
Last active September 10, 2026 14:35
extract microsoft MSU files
<#
____ _ _
| _ \ __ _| |_ ___| |__
| |_) / _` | __/ __| '_ \
| __/ (_| | || (__| | | |
|_| \__,_|\__\___|_| |_|
_____ _ _
| ____|_ _| |_ _ __ __ _ ___| |_
| _| \ \/ / __| '__/ _` |/ __| __|
{
"suggest.noselect": false,
"coc.preferences.formatOnSaveFiletypes": [
"javascript",
"typescript",
"typescriptreact",
"json",
"javascriptreact",
"typescript.tsx",
"graphql"
" Specify a directory for plugins
call plug#begin('~/.vim/plugged')
Plug 'neoclide/coc.nvim', {'branch': 'release'}
Plug 'scrooloose/nerdtree'
"Plug 'tsony-tsonev/nerdtree-git-plugin'
Plug 'Xuyuanp/nerdtree-git-plugin'
Plug 'tiagofumo/vim-nerdtree-syntax-highlight'
Plug 'ryanoasis/vim-devicons'
Plug 'airblade/vim-gitgutter'