How to move from an LLM demo to a production-ready healthcare AI agent

From LLM Demo to Healthcare AI Agent: What Developers Need to Build Around the Model Building an AI agent demo is easy. Building a healthcare AI agent that can survive production is a different problem. A simple prototype might only need: A chat UI An LLM API A prompt A response stream Maybe a basic database That is enough to show the concept. But if the system touches healthcare workflows, patient information, clinical documentation, scheduling, billing, intake, insurance, or EHR data,...

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