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Hoyang Tsai hoyangtsai

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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.

@HorseCheng
HorseCheng / earthquake.bat
Created April 3, 2024 17:55
地牛Wake up 通知腳本
python earthquake.py %1 %2
@n1snt
n1snt / Oh my ZSH with zsh-autosuggestions zsh-syntax-highlighting zsh-fast-syntax-highlighting and zsh-autocomplete.md
Last active May 14, 2026 02:50
Oh my ZSH with zsh-autosuggestions zsh-syntax-highlighting zsh-fast-syntax-highlighting and zsh-autocomplete.md
@prof3ssorSt3v3
prof3ssorSt3v3 / app.js
Created March 26, 2021 22:02
PWA 6 - Handling Install Events
const APP = {
deferredInstall: null,
init() {
if ('serviceWorker' in navigator) {
//register our service worker
navigator.serviceWorker
.register('/sw.js', {
updateViaCache: 'none',
scope: '/',
})
@theodorosploumis
theodorosploumis / Nework_throttling_profiles.md
Last active January 27, 2026 12:53
Web development - Custom network throttling profiles
Profile download (kb/s) upload (kb/s) latency (ms)
Native 0 0 0
GPRS 50 20 500
56K Dial-up 50 30 120
Mobile EDGE 240 200 840
2G Regular 250 50 300
2G Good 450 150 150
3G Slow 780 330 200
@kfur
kfur / darkreader.js
Last active May 10, 2026 22:31
Dark Reader userscript for Safari browser
// ==UserScript==
// @name DarkReader
// @match *://*/*
// @grant none
// @run-at document-start
// ==/UserScript==
// MIT License
// Copyright (c) 2019 Alexander Shutau

In this article I will take a very simplistic approach in understanding memory leaks and I will also attempt to diagnose them.

In todays world of abundant memory, we seldom worry about memory leakages. But I hate to tell you that we live in a real world and nothing comes for free.

Oh my fancy functional programming

Disclosure: I absolutely love functional programming. Functional programming is cool and with the new ES6 syntax it becomes even cooler.

@gwpantazes
gwpantazes / How to Install JDK MacOS Homebrew.md
Last active May 4, 2026 09:10
How to install different JDK versions on MacOS with Homebrew

How To Install Different JDK Versions on MacOS with Homebrew

Keywords: Java, JDK (Java Development Kit), MacOS, Homebrew, Specific Version

This how-to guide covers how to install different versions of the JDK on MacOS with Homebrew.

Table of Contents

@KevinAst
KevinAst / article.md
Last active April 12, 2025 07:55
Integrating GitBook with JSDoc to Document Your Open Source Project

Integrating GitBook with JSDoc to Document Your Open Source Project

Introduction

Good documentation should include two distinct elements - a Guide and an API:

  1. The Guide builds concepts, providing examples, etc.

GitBook is well suited to

@bvaughn
bvaughn / react-lifecycle-cheatsheet.md
Last active January 4, 2026 21:31
React lifecycle cheatsheet

React lifecycle cheatsheet

Method Side effects1 State updates2 Example uses
Mounting
componentWillMount Constructor equivalent for createClass
render Create and return element(s)
componentDidMount DOM manipulations, network requests, etc.
Updating
componentWillReceiveProps Update state based on changed props