Question

Your team adopts an AI coding assistant to accelerate development of Python network automation modules. During legal review before publishing the modules as open source under a permissive MIT license, counsel raises a concern that the AI may have been trained on code from repositories using copyleft (GPL) licenses, and that the assistant occasionally emits large verbatim code blocks. Which risk does this specifically describe, and what is the most appropriate mitigation?

Accepted Answer

License contamination — the AI may reproduce copyleft-licensed code verbatim, so scan AI-generated output with license/plagiarism detection and require human review before merging

Answer

Data privacy leakage — proprietary device credentials could be exposed, so store all secrets in environment variables instead of the source tree

Answer

Prompt injection — malicious device output could alter the generated code, so sanitize all tool responses before passing them to the model

Answer

Model hallucination — the AI may invent nonexistent APIs, so validate generated calls against the vendor YANG models in a lab