Md. Atiquzzaman Soikat azs06

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.

`vs` Questions

http://stackoverflow.com/questions/804115 (rebase vs merge).
https://www.atlassian.com/git/tutorials/merging-vs-rebasing (rebase vs merge)
https://www.atlassian.com/git/tutorials/undoing-changes/ (reset vs checkout vs revert)
http://stackoverflow.com/questions/2221658 (HEAD^ vs HEAD~) (See git rev-parse)
http://stackoverflow.com/questions/292357 (pull vs fetch)
http://stackoverflow.com/questions/39651 (stash vs branch)
http://stackoverflow.com/questions/8358035 (reset vs checkout vs revert)

The introduction to Reactive Programming you've been missing

(by @andrestaltz)

So you're curious in learning this new thing called Reactive Programming, particularly its variant comprising of Rx, Bacon.js, RAC, and others.

Learning it is hard, even harder by the lack of good material. When I started, I tried looking for tutorials. I found only a handful of practical guides, but they just scratched the surface and never tackled the challenge of building the whole architecture around it. Library documentations often don't help when you're trying to understand some function. I mean, honestly, look at this:

Rx.Observable.prototype.flatMapLatest(selector, [thisArg])

Projects each element of an observable sequence into a new sequence of observable sequences by incorporating the element's index and then transforms an observable sequence of observable sequences into an observable sequence producing values only from the most recent observable sequence.

	/* Ultra lightweight Github REST Client */
	// original inspiration via https://gist.github.com/v1vendi/75d5e5dad7a2d1ef3fcb48234e4528cb
	const token = 'github-token-here'
	const githubClient = generateAPI('https://api.github.com', {
	headers: {
	'User-Agent': 'xyz',
	'Authorization': `bearer ${token}`
	}
	})

	## Delete a remote branch
	$ git push origin --delete <branch> # Git version 1.7.0 or newer
	$ git push origin :<branch> # Git versions older than 1.7.0

	## Delete a local branch
	$ git branch --delete <branch>
	$ git branch -d <branch> # Shorter version
	$ git branch -D <branch> # Force delete un-merged branches

	## Delete a local remote-tracking branch

	App.LibraryRoute = App.ApplicationRoute.extend({
	activate: function () {
	//no longer enter
	this._super();
	only called once on entering a route.
	},

	beforeModel: function () {
	// any state you want in place before the model is initialized, this is called before any model promises are resolved
	// also could be used to conditionally prevent access to a route by throwing transition.abort

	<!DOCTYPE html>
	<html>
	<head>
	<meta charset="utf-8">
	<title>Wheel of Fortune Bingo</title>
	<style type="text/css">
	text{
	font-family:Helvetica, Arial, sans-serif;
	font-size:11px;
	pointer-events:none;

	<?php
	/**
	* WordPress Query Comprehensive Reference
	* Compiled by luetkemj - luetkemj.com
	*
	* CODEX: http://codex.wordpress.org/Class_Reference/WP_Query#Parameters
	* Source: https://core.trac.wordpress.org/browser/tags/3.9/src/wp-includes/query.php
	*/

	$args = array(

Md. Atiquzzaman Soikat azs06

LLM Wiki

The core idea

vs Questions

The introduction to Reactive Programming you've been missing

`vs` Questions