weirdyang

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

	// npm install node-fetch cheerio

	const fetch = require('node-fetch'), cheerio = require('cheerio');

	const els = ['rank', 'country', 'gold', 'silver', 'bronze', 'total', 'rbt', 'code'];

	var countries = [];
	var aliases = {'Chinese Taipei': 'Taiwan', 'Hong Kong, China': 'Hong Kong'};

	fetch('https://olympics.com/tokyo-2020/olympic-games/en/results/all-sports/medal-standings.htm').then(res => res.text()).then(text => {

	using System.Collections.Generic;
	using System.Linq;
	using Telerik.Sitefinity.Modules.Libraries;
	using Telerik.Sitefinity.Modules.News;
	using Telerik.Sitefinity.Multisite;
	using Telerik.Sitefinity.Services;

	namespace SitefinityWebApp
	{
	public partial class GetProvidersExample

	@using Telerik.Sitefinity.Pages.Model;
	@using Telerik.Sitefinity.Frontend.Mvc.Helpers;
	@using Telerik.Sitefinity.Web;
	@using Telerik.Sitefinity.Frontend.Navigation.Mvc.Models;
	@model Telerik.Sitefinity.Frontend.Navigation.Mvc.Models.INavigationModel

	<ul class="navbar-nav mr-auto mt-lg-0 pr-0 @Model.CssClass">
	<li class="nav-close"><a href="#"><i class="fa fa-times" aria-hidden="true"></i></a></li>
	@foreach (var node in Model.Nodes)
	{

	/*
	* Quill 1.* cannot next block elements inside <li> including nested <ul>,<ol>.
	* To achieve nested lists it uses flat linear lists with CSS class `ql-indent-\d+` on <li>.
	* Nesting <ul> inside <ol> or vice-versa cause topmost list to break in two adjacent lists.
	*
	* There is the only solution: fix bad HTML after getting it from Quill and break it back before
	* passing to Quill again for editing.
	*/

	const mkNode = (tagName = 'div') => document.createElement(tagName);

	String.prototype.padLeft = function (n, str) {
	if (n < String(this).length) {
	return this.toString();
	}
	else {
	return Array(n - String(this).length + 1).join(str \|\| '0') + this;
	}
	}

	function crc16(s) {

	static double ParseJson()
	{
	const string json = " [ { \"name\": \"John\" }, [ \"425-000-1212\", 15 ], { \"grades\": [ 90, 80, 100, 75 ] } ]";

	double average = -1;

	using (JsonDocument doc = JsonDocument.Parse(json))
	{
	JsonElement root = doc.RootElement;
	JsonElement info = root[1];

	<!DOCTYPE html>
	<html lang="en">

	<head>
	<meta charset="utf-8">
	</head>

	<body>
	<script>
	var data = {

	// Generates a Checksum
	// EXAMPLE: Input="Hello World!!" -> Output="5E"
	public static string GenerateChecksum(string input)
	{
	byte[] bytes = Encoding.ASCII.GetBytes(input);
	byte result = 0;
	foreach (byte c in bytes)
	result += c;
	result &= 0xff;
	return result.ToString("X2");

	using System;
	using System.Runtime.Serialization;

	namespace MyTool
	{
	[Serializable]
	internal class CommandLineException : Exception
	{
	public CommandLineException()
	{