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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.

@crmccreary
crmccreary / AESCipher.py
Created May 20, 2013 02:17
Encryption using pycrypto, AES, and PKCS5 padding
from Crypto.Cipher import AES
from Crypto import Random
BS = 16
pad = lambda s: s + (BS - len(s) % BS) * chr(BS - len(s) % BS)
unpad = lambda s : s[0:-ord(s[-1])]
class AESCipher:
def __init__( self, key ):
"""
@clemensg
clemensg / curl_multi_test.c
Last active July 22, 2025 07:48
libcurl multi interface example
/* curl_multi_test.c
Clemens Gruber, 2013
<clemens.gruber@pqgruber.com>
Code description:
Requests 4 Web pages via the CURL multi interface
and checks if the HTTP status code is 200.
Update: Fixed! The check for !numfds was the problem.
@ebellinger
ebellinger / Datatable Test
Last active February 14, 2019 16:08
A dynamic datatable using AngularJS and Twitter Bootstrap
<!DOCTYPE html>
<html lang="en" ng-app>
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" />
<meta name="viewport" content="width=device-width,initial-scale=1" />
<title>DataTable Test</title>
<link href="//cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/2.2.2/css/bootstrap.min.css" rel="stylesheet">
<style type="text/css">
@harmy
harmy / 12factor.md
Created August 23, 2012 14:30
12factor

中文翻译:梁山 英文原文:Adam Wiggins

简介

如今,软件通常会作为一种服务来交付,它们被称为网络应用程序,或“软件即服务”(SaaS)。“十二要素应用程序”(12-Factor App)为构建如下的SaaS应用提供了方法论:

  • 使用标准化流程自动配置,从而使新的开发者花费最少的学习成本加入这个项目;
  • 和操作系统之间尽可能的划清界限,在各个系统中提供最大的可移植性
  • 适合部署在现代的云计算平台,从而在服务器和系统管理方面节省资源;
@quietlynn
quietlynn / 12306.user.js
Created January 3, 2012 12:01
12306 Auto Query => A javascript snippet to help you book ticket
/*
12306 Auto Query => A javascript snippet to help you book tickets online.
Copyright (C) 2011-2012 Jingqin Lynn
Includes jQuery
Copyright 2011, John Resig
Dual licensed under the MIT or GPL Version 2 licenses.
http://jquery.org/license
Includes Sizzle.js
@chuangbo
chuangbo / README.md
Last active February 18, 2025 07:30
Python dynamic DNSPod DNS Script

替换上你的 API Token,域名ID,记录ID等参数,就可以运行了。 会在后台一直运行,每隔30秒检查一遍IP,如果修改了就更新IP。

获取 API Token 的方式

获得 domain_id 可以用 curl

curl -k https://dnsapi.cn/Domain.List -d "login_token=TOKEN"`
import tornado.web
class route(object):
"""
decorates RequestHandlers and builds up a list of routables handlers
Tech Notes (or "What the *@# is really happening here?")
--------------------------------------------------------
Everytime @route('...') is called, we instantiate a new route object which