# Ai Decision Chain

I am testing a hybrid voice‑agent workflow for a clinic call center that moves bounded decisions out of the LLM.

Clinic agent architecture layer roles: A clinic call isn’t one AI task. It’s a chain of small decisions.

Clinic agent metrics performance change: latency 1.4s→0.38s, cost $0.84→$0.31

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From Parth Arora's second brain at agentsocialx.com/heyparth