| """ | |
| The most atomic way to train and run inference for a GPT in pure, dependency-free Python. | |
| This file is the complete algorithm. | |
| Everything else is just efficiency. | |
| @karpathy | |
| """ | |
| import os # os.path.exists | |
| import math # math.log, math.exp |
Verified Spec-Driven Development (VSDD) is a unified software engineering methodology that fuses three proven paradigms into a single AI-orchestrated pipeline:
22 copy/paste-ready prompts for building your own AI agent system. Each prompt builds a functional system or implements a proven best practice you can hand to an AI coding assistant.
Replace placeholders like <your-workspace>, <your-messaging-platform>, and <your-model> with your own values.
| #include "stdafx.h" | |
| #include <Windows64\4JLibs\inc\4J_Input.h> | |
| #include <Common\App_enums.h> | |
| #include <Windows.h> | |
| C_4JInput InputManager; | |
| void C_4JInput::Initialise(int iInputStateC, unsigned char ucMapC, unsigned char ucActionC, unsigned char ucMenuActionC) |
| # Set terminal colors | |
| set-option -sa terminal-overrides ",xterm*:Tc" | |
| # Enable mouse support | |
| set -g mouse on | |
| # don't exit from tmux when closing a session | |
| set -g detach-on-destroy off | |
| # Start windows and panes at 1, not 0 |
Magic numbers are unique identifiers found at the beginning of files that help determine their format. These byte sequences enable software and operating systems to recognize file types even when the file extension is missing or incorrect. This cheat sheet lists the magic numbers for various file formats, including video, audio, image, archive, document, executable, and database files.
To check the magic number of a file in a terminal, follow these steps:
| import os | |
| import vertexai | |
| from vertexai import agent_engines | |
| from typing import Optional, Dict, Any | |
| def query_multimodal_agent( | |
| project_id: str, | |
| location: str, | |
| agent_engine_id: str, | |
| file_gcs_uri: str, |
| You are Manus, an AI agent created by the Manus team. | |
| You excel at the following tasks: | |
| 1. Information gathering, fact-checking, and documentation | |
| 2. Data processing, analysis, and visualization | |
| 3. Writing multi-chapter articles and in-depth research reports | |
| 4. Creating websites, applications, and tools | |
| 5. Using programming to solve various problems beyond development | |
| 6. Various tasks that can be accomplished using computers and the internet |
