Tony Li atom2ueki

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.

	"""
	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

	import UIKit

	protocol CommonProtocol {
	func commonFunc()
	}

	protocol ProtocolA: CommonProtocol {
	func sameName()
	}

	#import <Foundation/Foundation.h>
	#import <Accelerate/Accelerate.h>

	int main(int argc, const char * argv[]) {
	@autoreleasepool {
	NSLog(@"start");
	int count = 10000000;
	float x = malloc(count sizeof(float));
	float initial = 0;
	float increment = drand48()*count;

	//
	// ViewController.h
	// runtime_special_case
	//
	// Created by tonyli on 4/10/18.
	// Copyright © 2018 tonyli. All rights reserved.
	//

	#import <UIKit/UIKit.h>
	#import <objc/runtime.h>

	import UIKit
	// MARK: - UIButton Related
	public extension UIButton {
	private struct cs_associatedKeys {
	static var accpetEventInterval = "cs_acceptEventInterval"
	static var acceptEventTime = "cs_acceptEventTime"
	}
	// 重复点击的间隔
	var cs_accpetEventInterval: NSTimeInterval {
	get {

	wget --no-check-certificate --content-disposition https://github.com/joyent/node/tarball/v0.7.1
	# --no-check-cerftificate was necessary for me to have wget not puke about https
	curl -LJO https://github.com/joyent/node/tarball/v0.7.1

	/**
	* This is a thrid party component created by Tony Li
	*
	* all right reserved by @author Tony Li
	*
	*/
	import React from 'react';
	import ReactDOM from 'react-dom';
	import ReactDrawer from '../src/ReactDrawer';

	'use strict';

	import React, { Component, StyleSheet } from 'react-native';
	import { bindActionCreators } from 'redux';
	import { connect } from 'react-redux/native';
	import {
	actions as routerActions,
	NavBar,
	Route,
	Router,