Zulnabil Faiz Moh. Alhadad zulnabil

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.

	// SPDX-License-Identifier: UNLICENSED
	pragma solidity ^0.8.13;

	import "@openzeppelin/contracts/token/ERC20/IERC20.sol";
	import "@openzeppelin/contracts/token/ERC20/utils/SafeERC20.sol";

	// Using SafeERC20 for IERC20 tokens to safely interact with ERC20 tokens.
	using SafeERC20 for IERC20;

	contract PredictionMarket {

	// SPDX-License-Identifier: UNLICENSED
	pragma solidity ^0.8.13;

	import "@openzeppelin/contracts/token/ERC20/IERC20.sol";
	import "@openzeppelin/contracts/token/ERC20/utils/SafeERC20.sol";

	using SafeERC20 for IERC20;

	contract PredictionMarket {
	enum EventType { Single, Multiple }

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8"/>
	<title>Personal Site PWA</title>
	<meta name="description" content="Personal Site PWA"/>
	<meta name="viewport" content="width=device-width, initial-scale=1">
	<link rel="stylesheet" href="css/materialize.min.css">
	</head>
	<body>

	import React from 'react';

	import ScoreBoard from './components/ScoreBoard'

	function App() {
	return (
	<div>
	<ScoreBoard />
	</div>
	);

	import React from 'react'
	import styled from 'styled-components'

	import PanelScoreboard from './PanelScoreboard'
	import InputTeam from './InputTeam'

	const PanelScore = styled.div`
	display: ${props => props.ready ? 'block' : 'none'}
	`

	import React from 'react'
	import styled from 'styled-components'

	const PanelInputTeam = styled.div`
	width: 400px;
	margin: auto;
	display: ${props => props.ready ? 'none' : 'flex'}
	flex-direction: column;
	justify-content: space-around;
	`

	import React from 'react'
	import styled from 'styled-components'

	import Score from './Score'
	import Timer from './Timer'
	import Foul from './Foul'


	const Container = styled.div`
	width: 500px;

	import React from 'react'
	import styled from 'styled-components'

	const ObjFoul = styled.div`
	text-align: center;
	`

	const PointFoul = styled.div`
	font-size: 24pt;
	`

	import React from 'react'
	import styled from 'styled-components'

	const ObjScore = styled.div`
	text-align: center;
	`

	const NameTeam = styled.div`
	font-size: 18pt;
	`