Magdaleena

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My technical notes from things I've built and broken.
Oh, wait I also put tips and tricks for college and internships.

Jul 13, 20264 min read

Chaining LLM Calls Almost Ruined My Insurance AI Agent — So I Merged Them Instead

A short technical story showing why passing numbers between separate LLM tool calls fails, and how one merged CrewAI function with Python state handling fixed the problem for accurate underinsurance detection.

CrewAI LLM Tool Calls AI Agents

More posts coming. Follow along on X and LinkedIn.