1. ~~include graphs/charts~~ 2. include charts/graphs specific to the query in Tab 1 3. include tables 4. ~~fix viz insights sectio~~ 5. Allow users to download the report as PDF or TXT. 6. split the code into functional modules: - data_loader.py → Handles dataset loading (CSV, Hugging Face) - sql_tools.py → Contains SQL-related tools and database setup - agents.py → Defines agents and their goals - app.py → 7. tab 1 -- Answer to the query + visualization specific to the query asked; tab 2 -- all the visualizations for the uploaded CSV/dataset. final report should consist of: overview, [yearly salary trends, location + remote work impact, company size consideration] + visual insights, conclusion)