State Representation for Agents Navigating Stateful Clinical Applications
Agents need structured state, not screenshots, to navigate clinical software safely.
Section
10 stories in Agent Architecture.
Agents need structured state, not screenshots, to navigate clinical software safely.
Hybrid agents need both approaches—each covers failures the other can't fix alone.
Well-designed prompts, not raw model power, determine whether clinical agents work reliably.
Deterministic systems prove what happened; probabilistic ones report what they think happened.
Why agents lose track of multi-day healthcare workflows and how to fix it.
Computer-use agents enable workflows that span legacy systems with no APIs between them.
Why vision models fail to click the right button on healthcare portals.
How the PRAO loop separates true AI agents from chatbots.
Defining which software moves an agent can make determines whether it succeeds at real work.
Most clinical AI vision models fail on real systems, scoring below 9% on live EHR environments.