utk1801/investment-research-agent ? reverse-engineered prompt

Build me a Streamlit app for researching earnings calls and company commentary.

I want to ask plain English questions like what a CEO said about AI demand, credit risk, guidance, or M&A outlook, and get back a grounded answer with short source quotes and citations so I can check where it came from. The app should search across a small set of earnings call transcript files, find the most relevant sections, and then use an LLM to write a clear summary from that context only. If the answer is not in the transcripts, it should say that instead of guessing.

Please include a simple chat style research page, a sidebar filter for picking one company or searching across all of them, and a way to see the retrieved source chunks. I also want a basic ingestion flow so the transcript data can be loaded and indexed locally, plus a small dashboard or stats page for query counts, response time, and feedback. Look up current docs online if you need to.