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Healthcare AI integration

Building a conversational assistant for a healthcare platform

Developed FastAPI endpoints and integrated GPT-4 into a production healthcare platform with streamed responses and conversation context.

4 monthsproject duration

Project background

The healthcare platform needed a conversational feature that users could access within the existing application. The assistant needed to handle follow-up interactions and present responses without making users wait for the entire answer.

Challenges

  • Responses needed to remain relevant as a conversation continued.
  • Users needed timely feedback while an AI response was being generated.
  • The AI integration needed to work within the platform's existing application flows.

My contributions

  • Developed FastAPI endpoints for the AI-powered healthcare project.
  • Integrated the OpenAI GPT-4 API into the application.
  • Worked on prompt design, response streaming, and conversation context management.
  • Implemented the application interactions around the assistant's responses.

Solutions

  • Connected the application to GPT-4 through backend endpoints.
  • Streamed responses so users could read answers as they arrived.
  • Managed conversation context to support relevant follow-up exchanges.

Outcomes

  • Delivered a production conversational assistant within the healthcare platform.
  • Improved the application's self-service experience; no numerical improvement is claimed.

Project details describe my contributions. Results reflect prior work and may vary by application.

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