David Awad davidawad

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.

How to install PhantomJS on Ubuntu

Version: 1.9.8

Platform: x86_64

First, install or update to the latest system software.

sudo apt-get update
sudo apt-get install build-essential chrpath libssl-dev libxft-dev

	"""
	The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp

	next-version: 1.0
	assembly-versioning-scheme: MajorMinorPatch
	assembly-file-versioning-scheme: MajorMinorPatchTag
	assembly-informational-format: '{InformationalVersion}'
	mode: ContinuousDelivery
	increment: Inherit
	continuous-delivery-fallback-tag: ci
	tag-prefix: '[vV]'
	major-version-bump-message: '\+semver:\s?(breaking\|major)'
	minor-version-bump-message: '\+semver:\s?(feature\|minor)'

	[Unit]
	Description=Potentially dangerous fix touchscreen after resume on the XPS 13 9350
	After=suspend.target

	[Service]
	Type=simple
	ExecStart=/home/anthony/path/to/xps-touchscreen-workaround.sh

	[Install]
	WantedBy=suspend.target

	#include <dirent.h>
	#include <iterator>
	#include <cstdlib>
	#include <cstring>
	#include <sstream>
	#include <iostream>
	#include <stdlib.h>
	#include <string>
	#include <sys/stat.h>
	#include <syslog.h>

	if (top != self);
	if (top.location != self.location);
	if (top.location != location);
	if (parent.frames.length > 0);
	if (window != top);
	if (window.top != window.self);
	if (window.self != window.top);
	if (parent && parent != window);
	if (parent && parent.frames && parent.frames.length > 0);
	if ((self.parent && !(self.parent === self)) && (self.parent.frames.length != 0));

	; /usr/local/bin/nasm -f macho 32.asm && ld -macosx_version_min 10.7.0 -o 32 32.o && ./32

	global start

	section .text
	start:
	push dword msg.len
	push dword msg
	push dword 1
	mov eax, 4

	function _common_section
	printf $c1
	printf $argv[1]
	printf $c0
	printf ":"
	printf $c2
	printf $argv[2]
	printf $argv[3]
	printf $c0
	printf ", "

	<!DOCTYPE HTML>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<title></title>
	</head>
	<body>
	<iframe name="ad_iframe" src="./casper_test.html" />
	</body>
	</html>