| # 🤖 AI AGENT OPERATING INSTRUCTIONS |
| ## Portable DevStation Pro (God-Tier Environment) |
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| 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. |
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| ### 📍 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. |
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| ### 🛠️ 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. |
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| ### 🚀 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. |
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| ### 🎨 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.* |
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