A Guide to Ethical AI Coding with GitHub Copilot 2.0 and License Scanning Tools The rise of AI coding assistants like GitHub Copilot 2.0 has revolutionized developer productivity, but it also introduces new ethical and compliance risks. Ethical AI coding requires balancing speed with responsibility, ensuring generated code is fair, secure, and legally compliant. This guide walks through best practices for ethical coding with Copilot 2.0, paired with license scanning tools to mitigate legal and ethical pitfalls. Understanding Ethical Risks in GitHub Copilot 2.0 GitHub Copilot 2.0 is trained on billions of lines of public code, which means its suggestions may inadvertently include snippets with restrictive licenses, biased logic, or unpatched security vulnerabilities. Key risks include: License infringement: Copilot may suggest code governed by copyleft licenses (e.g., GPL) that require derivative works to be open-sourced, conflicting with proprietary project goals.…