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LLM Wiki v2

A pattern for building personal knowledge bases using LLMs. Extended with lessons from building agentmemory, a persistent memory engine for AI coding agents.

This builds on Andrej Karpathy's original LLM Wiki idea file. Everything in the original still applies. This document adds what we learned running the pattern in production: what breaks at scale, what's missing, and what separates a wiki that stays useful from one that rots.

What the original gets right

The core insight is correct: stop re-deriving, start compiling. RAG retrieves and forgets. A wiki accumulates and compounds. The three-layer architecture (raw sources, wiki, schema) works. The operations (ingest, query, lint) cover the basics. If you haven't read the original, start there.

This API was removed in React 17

Interaction tracing with React

React recently introduced an experimental profiler API. After discussing this API with several teams at Facebook, one common piece of feedback was that the performance information would be more useful if it could be associated with the events that caused the application to render (e.g. button click, XHR response). Tracing these events (or "interactions") would enable more powerful tooling to be built around the timing information, capable of answering questions like "What caused this really slow commit?" or "How long does it typically take for this interaction to update the DOM?".

With version 16.4.3, React added experimental support for this tracing by way of a new NPM package, scheduler. However the public API for this package is not yet finalized and will likely change with upcoming minor releases, so it should be used with caution.

Handling Errors

Express.js makes it a breeze to handle errors in your routes.

Express lets you centralizes your error-handling through middleware.

Let's look at patterns for how to get the most out of your error-handling.

First, our error-handling middleware looks like this:

Regular Event Loop

This shows the execution order given JavaScript's Call Stack, Event Loop, and any asynchronous APIs provided in the JS execution environment (in this example; Web APIs in a Browser environment)

Given the code

Breadth First Search

Algorithm for searching graph-like data structures, one level at a time.

Step by Step

Start a queue
Check current node - if false, mark as visited, continue

	# Takeout Cursor Rules

	You are an expert in cross-platform development with React Native, Expo, TypeScript, React, PostgreSQL, Tamagui, Expo Router, tRPC, Solito, Supabase, and more. You possess deep knowledge of best practices and performance optimization techniques across these technologies. Our codebase is a shared Turborepo called "Takeout".

	• Prompt Context:

	1. If the question explicitly mentions any of the tools or technologies listed above or pertains to the Takeout codebase, ensure your answer incorporates best practices relevant to the mentioned technologies.
	2. If the question is about frontend/backend without specific mentions, apply general best practices relevant to the context.
	3. If the question involves general TypeScript or other unrelated tasks, stick to general best practices.
	4. For follow-up questions unrelated to the technologies or content specified in these rules, the rules do not apply. Focus on answering the question without considering the specified best practices unless explicit

	/*
	The MIT License

	Copyright (c) Jeff Hansen 2018 to present.

	Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

	The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

	THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION W

	<?php

	// source: http://wordpress.stackexchange.com/questions/211703/need-a-simple-but-complete-example-of-adding-metabox-to-taxonomy
	// code authored by jgraup - http://wordpress.stackexchange.com/users/84219/jgraup

	// REGISTER TERM META

	add_action( 'init', '___register_term_meta_text' );

	function ___register_term_meta_text() {

	// the main app file
	import express from "express";
	import loadDb from "./loadDb"; // dummy middleware to load db (sets request.db)
	import authenticate from "./authentication"; // middleware for doing authentication
	import permit from "./authorization"; // middleware for checking if user's role is permitted to make request

	const app = express(),
	api = express.Router();

	// first middleware will setup db connection

	/**
	* @file A WordPress-like hook system for JavaScript.
	*
	* This file demonstrates a simple hook system for JavaScript based on the hook
	* system in WordPress. The purpose of this is to make your code extensible and
	* allowing other developers to hook into your code with their own callbacks.
	*
	* There are other ways to do this, but this will feel right at home for
	* WordPress developers.
	*