EPISODE · Jul 2, 2026 · 23 MIN
LLM Councils for Post-Gallbladder Care
from My Weird Prompts
After gallbladder removal, millions suffer from post-cholecystectomy syndrome — bloating, bile reflux, weight gain — yet no single specialist owns the condition. This episode explores whether an LLM council (multiple AI models prompted as different specialists, then synthesized) could help patients build a coherent treatment plan. We walk through two concrete architectures: role-based councils (gastroenterologist, nutritionist, psychologist) and geography-slanted councils (models trained on different regional medical literature). We also confront the risks: unvalidated use, missing contraindications, and amplified biases. For patients and builders alike, this is a practical guide to an experimental but promising approach to fragmented chronic care.
What this episode covers
After gallbladder removal, millions suffer from post-cholecystectomy syndrome — bloating, bile reflux, weight gain — yet no single specialist owns the condition. This episode explores whether an LLM council (multiple AI models prompted as different specialists, then synthesized) could help patients build a coherent treatment plan. We walk through two concrete architectures: role-based councils (gastroenterologist, nutritionist, psychologist) and geography-slanted councils (models trained on different regional medical literature). We also confront the risks: unvalidated use, missing contraindications, and amplified biases. For patients and builders alike, this is a practical guide to an experimental but promising approach to fragmented chronic care.
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LLM Councils for Post-Gallbladder Care
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