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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.

@ZPascal
ZPascal / hoge.rb
Last active June 28, 2025 21:50 — forked from minamijoyo/hoge.rb
Using GitHubPrivateRepositoryReleaseDownloadStrategy removed in brew v2
require "formula"
require_relative "lib/private_strategy"
class Hoge < Formula
homepage "https://github.com/yourcompany/hoge"
url "https://github.com/yourcompany/hoge/releases/download/v0.1.0/hoge_v0.1.0_darwin_amd64.tar.gz", :using => GitHubPrivateRepositoryReleaseDownloadStrategy
sha256 "6de411ff3e4b1658a413dd6181fcXXXXXXXXXXXXXXXXXXXX"
head "https://github.com/yourcompany/hoge.git"
version "0.1.0"
@sibelius
sibelius / MutationUtils.js
Created March 19, 2018 10:20
Helper methods for Relay Modern updater
// @flow
import { ConnectionHandler } from 'relay-runtime';
import { isObject, isArray } from 'lodash/fp';
export function listRecordRemoveUpdater({ parentId, itemId, parentFieldName, store }) {
const parentProxy = store.get(parentId);
const items = parentProxy.getLinkedRecords(parentFieldName);
parentProxy.setLinkedRecords(items.filter(record => record._dataID !== itemId), parentFieldName);
}
@lenkavon
lenkavon / reactiveconf-2017-cfp-shared-logic-web-mobile.md
Last active November 21, 2017 10:00
Sharing code between web and mobile using React, ReactNative and Redux

This is the response to lightning talk CFP at ReactiveConf.

Sharing code between web and mobile using React + ReactNative + Redux

When you stand in front of the project that aims to come with mobile and web application, going for combo React.js & ReactNative is easy choice. But to decide how to handle the data flow is a different story.

My team made this decision and after couple of talks and earlier experience with graphQL + Relay, we went for Redux. Redux enabled us to share most of the bussines logic even though the apps differ in usecases. I would like to share the challenges we had to overcome with you.

@robertknight
robertknight / shallowRender.js
Created April 1, 2017 09:15
Shallow rendering implementation for Preact
import { options, render } from 'preact';
import { ATTR_KEY } from 'preact/src/constants';
/**
* Returns the input properties that were passed to an element when it was
* rendered.
*
* See `shallowRender` documentation for usage example.
*/
@sebmarkbage
sebmarkbage / Enhance.js
Last active March 29, 2026 17:42
Higher-order Components
import { Component } from "React";
export var Enhance = ComposedComponent => class extends Component {
constructor() {
this.state = { data: null };
}
componentDidMount() {
this.setState({ data: 'Hello' });
}
render() {
@staltz
staltz / introrx.md
Last active April 8, 2026 15:03
The introduction to Reactive Programming you've been missing
@michalskop
michalskop / calc2.py
Last active January 1, 2016 14:09
CZ presidential election 2013: instant runoff voting
# -*- coding: utf-8 -*-
# calculates 18 groups
import pickle
import csv
with open("responses0", 'rb') as f:
responses = pickle.load(f)
@ogrrd
ogrrd / dnsmasq OS X.md
Last active March 5, 2026 04:49
Setup dnsmasq on OS X

Never touch your local /etc/hosts file in OS X again

To setup your computer to work with *.test domains, e.g. project.test, awesome.test and so on, without having to add to your hosts file each time.

Requirements

Install

@fprochazka
fprochazka / ArraySessionStorage.php
Last active August 31, 2017 20:23
faking nette session in tests
<?php
/**
* Třída existuje, aby se vůbec neukládala session, tam kde není potřeba.
* Například v API, nebo v Cronu se různě sahá na session, i když se reálně mezi requesty nepřenáší.
*
* @internal
*/
class ArraySessionStorage extends Nette\Object implements Nette\Http\ISessionStorage
{