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Ryun Shofner ryun

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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.

@driesvints
driesvints / laravel-weekly-25-quick-tip.php
Last active March 28, 2019 13:52
Laravel Weekly #25 Quick Tip
<?php
// Get an array of all files in a directory.
$files = File::files('path_to_dir');
// Get all of the files from the given directory (recursive).
$files = File::allFiles('path_to_dir');
// Get all of the directories within a given directory.
$files = File::directory('path_to_dir');
@maccman
maccman / jquery.ajax.queue.coffee
Last active January 13, 2018 12:03
Queueing jQuery Ajax requests. Usage $.ajax({queue: true})
$ = jQuery
queues = {}
running = false
queue = (name) ->
name = 'default' if name is true
queues[name] or= []
next = (name) ->
@dfkaye
dfkaye / sublime-text-2-cheat-win
Last active December 16, 2015 08:38
Sublime Text 2 cheat sheet for Windows - ST2 is amazing
These are my own commands, shortcuts, configurations for sublime text 2 on windows
There's also a really good one at http://www.sublimetext.com/forum/viewtopic.php?f=2&t=10615.
sublime text 2 documentation at
http://www.sublimetext.com/docs/2/
preferences
@shostakovich
shostakovich / bootstrap.sh
Created October 1, 2012 17:16
Chef Solo on Mac OS X - examples
#!/bin/sh
USERNAME=shostakovich
mkdir ~/tmp
cd ~/tmp
# Install GCC + Git
curl https://github.com/downloads/kennethreitz/osx-gcc-installer/GCC-10.7-v2.pkg > GCC-10.7-v2.pkg
sudo installer -pkg GCC-10.7-v2.pkg -target /
@adammw
adammw / README.md
Created August 3, 2012 06:30
Node.js for Raspberry Pi

Node.js for Raspberry Pi

Pre-built binaries

Recent releases have been pre-built using cross-compilers and this script and are downloadable below.

If you have found these packages useful, give me a shout out on twitter: @adammw

<?php
function gfm($text){
# Extract pre blocks
$extractions = array();
$text = preg_replace_callback('/<pre>.*?<\/pre>/s', function($matches) use (&$extractions){
$match = $matches[0];
$md5 = md5($match);
$extractions[$md5] = $match;
@reusee
reusee / py2php.py
Created June 20, 2011 16:49
Python to php translator, compile python script to php
import ast
from cStringIO import StringIO
import sys
INFSTR = '1e308'
def interleave(inter, f, seq):
seq = iter(seq)
try:
f(next(seq))
@hgmnz
hgmnz / query_planner.markdown
Created March 23, 2011 14:14
PostgreSQL query plan and SQL performance notes

Types of index scans

Indexes

Sequential Scan:

  • Read every row in the table
  • No reading of index. Reading from indexes is also expensive.
@balupton
balupton / ajaxify-html4.js
Created March 7, 2011 04:58
Ajaxify a Website using the HTML4 HashChange Functionality
(function(window,undefined){
// Prepare our Variables
var
document = window.document,
$ = window.jQuery;
// Wait for Document
$(window).bind(function(){
// Prepare Variables