Anton Jonsson antonjn

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.

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Conventional Commit Messages

See how a minor change to your commit message style can make a difference.

git commit -m"<type>(<optional scope>): <description>" \
  -m"<optional body>" \
  -m"<optional footer>"

	import SwiftUI

	struct ContentView: View {
	var body: some View {
	KeyboardAvoidingWithOffset()
	.keyboardHeightEnvironmentValue()
	}
	}

	struct KeyboardAvoidingWithOffset: View {

	import UIKit
	import Vision
	import AVFoundation
	import Foundation

	class ScanViewController: UIViewController {
	private lazy var cameraPreviewLayer: AVCaptureVideoPreviewLayer = {
	let l = AVCaptureVideoPreviewLayer(session: captureSession)
	l.videoGravity = .resizeAspectFill
	l.connection?.videoOrientation = .portrait

	import CoreData
	import Foundation

	/// Safely copies the specified `NSPersistentStore` to a temporary file.
	/// Useful for backups.
	///
	/// - Parameter index: The index of the persistent store in the coordinator's
	/// `persistentStores` array. Passing an index that doesn't exist will trap.
	///
	/// - Returns: The URL of the backup file, wrapped in a TemporaryFile instance

	#import <objc/runtime.h>

	@interface DebuggingOverlay: NSObject

	@end

	@implementation DebuggingOverlay

	+ (void)toggleOverlay {
	id debugInfoClass = NSClassFromString(@"UIDebuggingInformationOverlay");

	import UIKit

	protocol InteractiveNavigation {
	var presentAnimation: UIViewControllerAnimatedTransitioning? { get }
	var dismissAnimation: UIViewControllerAnimatedTransitioning? { get }

	func showNext()
	}

	enum SwipeDirection: CGFloat, CustomStringConvertible {

	//
	// SpinlockTestTests.swift
	// SpinlockTestTests
	//
	// Created by Peter Steinberger on 04/10/2016.
	// Copyright © 2016 PSPDFKit GmbH. All rights reserved.
	//

	import XCTest

	//
	// YPLayoutGuideHelper.m
	//
	// Created by Yuya Tanaka, 2015
	//
	// This is free and unencumbered software released into the public domain.
	// Refer: http://unlicense.org/
	//
	// automaticallyAdjustsScrollViewInsets doesn't work for child view controllers
	// hosted by something like Container View or UIPageViewController.