iia iia-hannah

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.

Commit Message Conventions

These rules are adopted from the AngularJS commit conventions.

Goals
Generating CHANGELOG.md
- Recognizing unimportant commits
- Provide more information when browsing the history
Format of the commit message
Subject line

	fun main() {
	val firstCategory = Category(0, "Phone")
	val secondCategory = Category(1, "Laptop")
	val categories = listOf(firstCategory, secondCategory)
	val csv = csvOf(
	listOf("id", "name"),
	categories
	) {
	listOf(it.id.toString(), it.name)
	}

	plugins {
	kotlin("jvm")
	id("com.github.johnrengelman.processes") version "0.5.0"
	}

	val handle: Property<com.github.jengelman.gradle.plugins.processes.ProcessHandle> = project.objects.property()

	val startXvfb by tasks.registering {
	val processHandle = project.procs.fork(closureOf<ExecSpec> {
	commandLine("/opt/X11/bin/Xvfb", ":99", "-ac")


	from selenium import webdriver
	import sys, getopt, time, subprocess, shlex
	from xvfbwrapper import Xvfb


	def run():
	print('Sreencast website animation')
	xvfb = Xvfb(width=1280, height=720, colordepth=24)
	xvfb.start()

	/*
	Copyright 2017 Hidetake Iwata

	Licensed under the Apache License, Version 2.0 (the "License");
	you may not use this file except in compliance with the License.
	You may obtain a copy of the License at

	http://www.apache.org/licenses/LICENSE-2.0

	Unless required by applicable law or agreed to in writing, software

	function base64url(source) {
	// Encode in classical base64
	encodedSource = CryptoJS.enc.Base64.stringify(source);

	// Remove padding equal characters
	encodedSource = encodedSource.replace(/=+$/, '');

	// Replace characters according to base64url specifications
	encodedSource = encodedSource.replace(/\+/g, '-');
	encodedSource = encodedSource.replace(/\//g, '_');