Understands how fine-tuning, context building, and prompt engineering influence the usefulness of responses, and knowledgeable of good practices associated with each element.
Experience implementing strategies aimed at cost management (hard $ & computational costs) of GenAI solutions, including limiting input and output tokens.
Understands how to safeguard proprietary IP/user data when leveraging both opensource & commercially licensed large language models.