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  • Amazon
  • Seattle, Washington
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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.

@atjsh
atjsh / 1_README.md
Last active December 25, 2025 23:26
Generating OpenAPI Swagger Documentation from Source Code, with GPT-4.1 (feedback welcomed)
@yifanzz
yifanzz / code-editor-rules.md
Created December 17, 2024 00:01
EP12 - The One File to Rule Them All

[Project Name]

Every time you choose to apply a rule(s), explicitly state the rule(s) in the output. You can abbreviate the rule description to a single word or phrase.

Project Context

[Brief description ]

  • [more description]
  • [more description]
  • [more description]
@mathix420
mathix420 / medium.user.js
Last active July 9, 2026 20:27
Bypass Medium Paywall - Working late 2023 - Greasy Fork, Violentmonkey, Tampermonkey - Click the RAW button to install
// ==UserScript==
// @name Medium Paywall Bypass
// @namespace Violentmonkey Scripts
// @run-at document-start
// @match *://*.medium.com/*
// @match *://medium.com/*
// @match *://*/*
// @grant none
// @version 3.0
// @inject-into content
@khskekec
khskekec / libre-link-up-http-dump.md
Last active July 9, 2026 15:29
HTTP dump of Libre Link Up used in combination with FreeStyle Libre 3
@rssnyder
rssnyder / oracle-cloud-free-tier-guide.md
Last active July 12, 2026 06:49
oracle-cloud-free-tier-guide

how to leverage oracle's temping offers

free tier limits

The limits of the free tier say that you can create up to 4 instances.

  • x2 x86 instances (2core/1g)
  • x2 ampere instances (with 4core/24g spread between them)
  • 200GB total boot volume space across all intances (minimum of 50G per instance)

[!WARNING]

@keicoon
keicoon / ndic.js
Last active October 22, 2020 07:23
code snippet about naver dictionary request in javascript
new Promise((resolve, reject) => {
var xhr = new XMLHttpRequest();
xhr.open("GET", `https://endic.naver.com/searchAssistDict.nhn?query=${text}`, true);
xhr.onreadystatechange = function() {
if (xhr.readyState == 4) {
const content_word = /<div class="box_a">((.|\n)*?)<\/div>/g
const filter_word = /<span class="fnt_k20"><strong>(.+)<\/strong><\/span>/g
const body = xhr.responseText;
let words = [];
// create a bookmark and use this code as the URL, you can now toggle the css on/off
// thanks+credit: https://dev.to/gajus/my-favorite-css-hack-32g3
javascript: (function() {
var elements = document.body.getElementsByTagName('*');
var items = [];
for (var i = 0; i < elements.length; i++) {
if (elements[i].innerHTML.indexOf('* { background:#000!important;color:#0f0!important;outline:solid #f00 1px!important; background-color: rgba(255,0,0,.2) !important; }') != -1) {
items.push(elements[i]);
}
}
@serithemage
serithemage / aws-study-resource.md
Last active June 5, 2026 02:23
AWS 학습 자료집

AWS 학습 링크집 시리즈

@stiffsteve
stiffsteve / main.dart
Created May 30, 2018 18:51
Flutter app that loads images from the camera roll and displays them in a ListView
import 'dart:io';
import 'package:flutter/material.dart';
void main() => runApp(new MyApp());
class MyApp extends StatelessWidget {
@override
Widget build(BuildContext context) {
return new MaterialApp(