diff --git a/content/ai-assisted.md b/content/ai-assisted.md index f367ef6..fc0a081 100644 --- a/content/ai-assisted.md +++ b/content/ai-assisted.md @@ -3,27 +3,44 @@ title = 'AI-Assisted Contributions' date = 2025-07-17T19:44:12+02:00 +++ This project includes content and code that has been partially created or assisted by artificial intelligence (AI) tools. +We firmly believe that in modern software development, Large Language Models (LLMs) are simply standard working tools, +much like an IDE, a debugger, or a compiler. -### Tools We Use -We actively use the following AI tools to support development and documentation workflows: - * **ChatGPT**: for generating and reviewing code, technical writing, and problem-solving assistance. - * **Gemini Assistant**: integrated with VS Code, used for code suggestions and refactoring. - * **GitHub Copilot**: provides real-time code suggestions and completions. - * **Windsurf**: VS Code extension that helps streamline repetitive coding tasks. -We are also experimenting with other AI-based tools to evaluate their usefulness in different areas of the project. +It is important to note that most code in this project is written by hand by our developers. AI does not build this +project for us. It serves as a highly capable assistant that streamlines our workflow. -### Human Review -All AI-assisted contributions are reviewed and validated by human developers before being committed to the project. We ensure -that any code, documentation, or design produced with AI meets our quality and security standards. +### Our Tooling Approach +Rather than tying ourselves to a specific set of commercial products, we utilize a diverse of AI tools tailored to our +current needs. Depending on the complexity of the task and privacy considerations, our toolchain ranges from locally +hosted LLMs (such as Qwen) to advanced, cloud-based frontier models like GPT, GLM, Gemini, or Claude Opus. + +### How We Use LLMs +Our primary use cases for AI assistance include: + * **Code Documentation**: Generating clear, comprehensive documentation and comments for complex functions and + architectural components. + * **Code Verification**: Scanning existing codebases to spot potential vulnerabilities, edge cases, or logic errors. + * **Debugging & Analysis**: Assisting in the deep analysis of complex bugs, crash dumps, and unexpected behaviors. + * **Clean-Room Reverse Engineering**: Acting as an invaluable resource for analyzing disassembly, understanding + undocumented behaviors, and explaining obscure instruction sets without compromising clean-room principles. + * **Code Porting**: Translating and porting small code snippets between different hardware architectures. + * **Test Generation**: Creating test cases, such as designing comprehensive edge-case tests for newly written kernel + functions. + * **Documentation Analysis**: Quickly extracting key information and finding answers to specific questions from extensive + technical documentation and hardware specifications, bypassing the need to manually dig through multi-page manuals. ### Why Use AI? -Using AI tools allows us to: - * Accelerate development and reduce boilerplate - * Improve consistency in code and documentation - * Explore alternative solutions more efficiently - * Focus developer time on complex or creative tasks +By incorporating AI into our daily workflow, we are able to: + * Accelerate development by significantly reducing boilerplate code. + * Ensure a higher level of consistency across both code and documentation. + * Efficiently explore alternative architectural solutions and algorithms. + * Free up valuable developer time to focus on truly complex, creative, and critical problem-solving. + +### Human Review & Quality Assurance +While AI is a powerful assistant, it is not infallible. All AI-assisted contributions, whether code, documentation, or +design ideas, are strictly reviewed and validated by human maintainers before being merged into the project. We ensure +that every contribution meets our rigorous quality, architectural, and security standards. ### Transparency & Ethics -We are committed to transparent and responsible use of AI. Our goal is to ensure that AI supports - but never replaces - -thoughtful human contribution. If you have any questions or concerns about the role of AI in this project, please open an -issue or contact the maintainers. +We are committed to the transparent and responsible use of AI. Our ultimate goal is to ensure that AI supports - but never +replaces - thoughtful human contribution and engineering ingenuity. If you have any questions or concerns about the role +of AI in this project, please feel free to open an issue or reach out to the maintainers directly.