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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.

	package com.novonetworks.eng.core.util;

	/*
	* Created by orange on 2016-12-29.
	*/

	import android.util.Log;

	import com.crashlytics.android.Crashlytics;

	// Cordova - Push Notifications - Android
	// How to check notifications are disabled for the application?

	// Works on Andoid 4.4+ (KitKat)
	// Otherwise returns 'true'

	// original:
	// http://stackoverflow.com/questions/11649151/

	public class NotificationsUtils {

	public class AccountAuthenticator extends AbstractAccountAuthenticator {

	private final Context context;
	@Inject @ClientId String clientId;
	@Inject @ClientSecret String clientSecret;
	@Inject ApiService apiService;

	public AccountAuthenticator(Context context) {
	super(context);


	import android.content.Context
	import android.content.SharedPreferences
	import kotlin.reflect.KProperty

	/**
	* Represents a single [SharedPreferences] file.
	*
	* Usage:
	*

	class BottomNavigationBehavior<V : View>(context: Context, attrs: AttributeSet) :
	CoordinatorLayout.Behavior<V>(context, attrs) {

	override fun layoutDependsOn(parent: CoordinatorLayout?, child: V, dependency: View?): Boolean {
	if (dependency is Snackbar.SnackbarLayout) {
	updateSnackbar(child, dependency)
	}
	return super.layoutDependsOn(parent, child, dependency)
	}

	import com.google.inject.Singleton;

	import java.util.regex.Matcher;
	import java.util.regex.Pattern;

	@Singleton
	public class YouTubeHelper {

	final String youTubeUrlRegEx = "^(https?)?(://)?(www.)?(m.)?((youtube.com)\|(youtu.be))/";
	final String[] videoIdRegex = { "\\?vi?=([^&])","watch\\?.v=([^&])", "(?:embed\|vi?)/([^/?])", "^([A-Za-z0-9\\-]*)"};