Worked on the Snowflake-Labs/sf-samples repository to enhance the Financial service equity research sample, focusing on improving documentation and workflow clarity for customer workshop preparation. Updated the README and Jupyter notebook to provide clearer prerequisites, detailed implementation steps, and expanded explanations for using Snowflake Cortex AI-SQL. Leveraged skills in AI/ML, Cloud Computing, and Data Engineering, utilizing SQL and Markdown to streamline onboarding and reduce ambiguity for users. The enhancements aimed to make the sample more accessible and actionable for workshop participants, supporting smoother adoption of Snowflake features and accelerating readiness for customer-facing sessions without introducing new bugs.