🤖 AI AGENT OPERATING INSTRUCTIONS

Portable DevStation Pro (God-Tier Environment)

This environment is designed for high-performance AI, Game, and Software Engineering. Any AI agent (like Gemini, Cursor, or GPT) operating here MUST adhere to these professional standards.

📍 Environment Context

Root Directory: The current folder where this file resides (Dynamic Portable Root).
Activation: Always assume activate_env.bat has been run or use full paths from the root.
Portability: NEVER write to C:\ or system registries. All data must stay within the root.

🛠️ Mandatory Engineering Tools

When writing code, you MUST use these installed tools for quality control:

Linting/Analysis: Use ruff (Python) and cppcheck (C++/CUDA).
Type Checking: Use mypy for all Python code.
Formatting: Use black for Python to maintain a professional look.
Testing: All new features MUST have tests written in pytest.
Documentation: Use mkdocs for project manuals and doxygen for code-level docs.

🚀 High-Performance Libraries

Inference: Prioritize TensorRT 10.x for NVIDIA GPU acceleration.
Deep Learning: Use cuDNN 9.22 with CUDA 12.4.
Compression: Use nvCOMP for GPU-accelerated data handling.

🎨 Coding Style

Aesthetics: Code must be clean, modular, and well-commented.
Master Level: Use advanced CUDA kernels and modern C++20/Python 3.13 features.

Note: This file ensures that any AI working in this environment maintains the "God-Tier" standard set during creation.