Mike webcane

LLM Knowledge Compiler

A pattern for building persistent knowledge bases using LLMs.

This is an idea file, designed to be copied into your own LLM agent (OpenAI Codex, Claude Code, OpenCode, Pi, etc.). Its purpose is to communicate the architecture, while leaving implementation details to the agent and the user.

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 rediscovers knowledge from scratch on every question. Nothing accumulates.

rest-api-response-format

REST API response format based on some of the best practices

Rest API Popular Endpoint Formats

https://api.example.com/v1/items

https://example.com/api/v1/items

Rest API Success Responses

Branching

Quick Legend

Description, Instructions, Notes

Instance	Branch

	#!/bin/bash

	# Receives your Windows username as only parameter.

	curl -LO https://storage.googleapis.com/kubernetes-release/release/v1.16.0/bin/linux/amd64/kubectl
	chmod +x ./kubectl
	sudo mv ./kubectl /usr/local/bin/kubectl

	windowsUser=$1

	<?php

	class DPD_service
	{
	public $arMSG = array(); // массив-сообщение ('str' => текст_сообщения, 'type' => тип_сообщения (по дефолту: 0 - ошибка)
	private $IS_ACTIVE = 1; // флаг активности сервиса (0 - отключен, 1 - включен)
	private $IS_TEST = 1; // флаг тестирования (0 - работа, 1 - тест)
	private $SOAP_CLIENT; // SOAP-клиент
	private $MY_NUMBER = '111111111111'; // ЗАМЕНИТЬ НА СВОЙ!!! - клиентский номер в системе DPD (номер договора с DPD)
	private $MY_KEY = 'AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA'; // ЗАМЕНИТЬ НА СВОЙ!!! - уникальный ключ для авторизации

	<!doctype html>
	<html>
	<head>
	<meta charset="UTF-8" />
	<style type="text/css">
	/* reset */
	html, body, div, span, applet, object, iframe,
	h1, h3, h4, h5, h6, p, blockquote, pre,
	a, abbr, acronym, address, big, cite, code,
	del, dfn, em, font, img, ins, kbd, q, s, samp,

	<!doctype html>
	<html>
	<head>
	<meta charset="UTF-8" />
	<style type="text/css">
	/* reset */
	html, body, div, span, applet, object, iframe,
	h1, h3, h4, h5, h6, p, blockquote, pre,
	a, abbr, acronym, address, big, cite, code,
	del, dfn, em, font, img, ins, kbd, q, s, samp,

	// What will be the output of trying to compile and run the following piece of code?

	public class Fruit {
	public void eatMe() throws Exception {
	System.out.print("Eat a fruit");
	}
	public static void main (String [] args) {
	Fruit f = new Mango();
	f.eatMe();
	}