Nelson Ameyo crushcafeteria

The Autonomous Agent Prompting Framework

This repository contains a disciplined, evidence-first prompting framework designed to elevate an Agentic AI from a simple command executor to an Autonomous Principal Engineer.

The philosophy is simple: Autonomy through discipline. Trust through verification.

This framework is not just a collection of prompts; it is a complete operational system for managing AI agents. It enforces a rigorous workflow of reconnaissance, planning, safe execution, and self-improvement, ensuring every action the agent takes is deliberate, verifiable, and aligned with senior engineering best practices.

I also have Claude Code prompting for your reference: https://gist.github.com/aashari/1c38e8c7766b5ba81c3a0d4d124a2f58

	<?php
	#############################################################
	# 47 counties of Kenya #
	#############################################################
	$config['counties'] = [
	'BARINGO' => 'Baringo County',
	'BOMET' => 'Bomet County',
	'BUNGOMA' => 'Bungoma County',
	'BUSIA' => 'Busia County',
	'ELGEYO-MARAKWET' => 'Elgeyo-Marakwet County',

	// Preview image
	function readURL(input) {
	if (input.files && input.files[0]) {
	var reader = new FileReader();
	reader.onload = function (e) {
	$('.propertyImagePreview').attr('src', e.target.result);
	}
	reader.readAsDataURL(input.files[0]);
	}
	}

	<?php
	# Collect relevant data from your backend systems
	$transaction = [
	'telephone' => '0700123456',
	'action' => 'BUY',
	'product_name' => 'Nike Shoes',
	'price' => 5000,
	'description' => 'Hello World!',
	];

	server {
	listen 80 default_server;
	root /var/www/laravel/public;
	index index.php index.html index.htm;
	server_name _;
	location / {
	try_files $uri $uri/ /index.php$is_args$args;
	}
	location ~ \.php$ {
	try_files $uri /index.php = 404;

	<?php
	# Final storage for the products our script
	# will send to BlackPay for billing
	$cartItems = array(); # or [], who cares?

	# Get an array of all items the customer has
	# placed in the shopping basket
	$basket = $this->getShoppingBasketContents('basket_uuid');

	# If the previous array has extra information, you can

	# Redirect non-SSL traffic to SSL site
	<VirtualHost *:80>
	ServerName example.com
	ServerAlias www.example.com
	Redirect permanent / https://example.com/
	</VirtualHost>

	# SSL Site
	<VirtualHost *:443>
	ServerAdmin [email protected]

	function ip_recieve(){

	header('Content-Type: application/json');

	# Save transaction
	$data = $this->input->post();

	# Clean up a bit
	$data['till_no'] = $data['business_number'];
	$data['provider'] = 'KOPOKOPO';

	<?php
	# Generate a sample the payload structure
	$payload = array(
	'store_id' => '10',
	'cart_id' => '#234-14-222-KY', # May be an invoice number
	'cart_items' => array(
	array(
	'id' => 'SKU-123-145',
	'name' => 'Sony Playstation 2',
	'qty' => 1,