Sarfraz Ahmed sarfraznawaz2005

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.

Role

You are an expert AutoHotkey v2 code generator. Under no circumstances should you produce v1-style code or syntax.

Guide for Coding Agents

This document defines how the coding agent works in this repository and the expectations for logging, execution, and implementation. It is tailored to the current layout of this repo and the feature set described in requiremetns.txt.

Scope & Objectives

Laravel beyond CRUD

stitcher.io

A blog series for PHP developers working on larger-than-average Laravel projects

Written for projects with a development lifespan of six to twelve months, with a team of three to six developers working on them simultaneously.

	# Requires Glow for markdown formatting: https://github.com/charmbracelet/glow

	param(
	[Parameter(ValueFromRemainingArguments = $true)]
	[string[]]$UserArgs
	)

	$Model = 'gemini-2.5-flash'
	$GlowWidth = 120
	$ErrorActionPreference = 'Stop'

	@echo off

	(

	rem #########################################################
	rem kill not responding processes
	rem #########################################################

	taskkill.exe /F /FI "status eq NOT RESPONDING"

	<?php

	// code for central/sso server
	Route::get('/login_to_client', function () {

	$clientUrl = 'http://sso-client.test/login';

	// Assumptions:
	// 1: Both server and client will use same encryption key
	// 2: Same encryption algorithm will be used by both

	<?php

	declare(strict_types=1);

	include 'vendor/autoload.php';

	use loophp\collection\Collection;
	use loophp\collection\Contract\Operation\Sortable;

	$commandStream = static function (string $command): Generator {

	<?php

	/*
	* Class to connect to remote server via SSH.
	*
	* Requires phpseclib/phpseclib package which can be imported via composer.
	*/

	namespace AgentsApp\Libs;