
•AI
S&P500 Agent MVP Launched: Answering Financial Questions Grounded with SEC Data
I built an AI agent that answers financial questions using 10 years of SEC data—and finally solved my streaming challenges to make it real-time and verifiable.
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I built an AI agent that answers financial questions using 10 years of SEC data—and finally solved my streaming challenges to make it real-time and verifiable.

After 10 months of coding with AI assistants, I've learned they're like interns—powerful but needing specific instructions, which means I must deeply understand frameworks to solve real problems like making my slow chatbot fast.