# 🤖 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:
1. **Linting/Analysis:** Use `ruff` (Python) and `cppcheck` (C++/CUDA).
2. **Type Checking:** Use `mypy` for all Python code.
3. **Formatting:** Use `black` for Python to maintain a professional look.
4. **Testing:** All new features MUST have tests written in `pytest`.
5. **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.

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