Applied AI Summit
Free online conference | October 14-16, 2025Context Engineering in Healthcare: From Complex Medical Charts to Concise Summaries
Are you looking to get accurate medical chart summaries from your LLM when working with unstructured clinical charts? Join Sardeep Giran and Steven Wise as they share the story behind SCAN-X Embrace, SCAN Health Plan’s custom-built AI solution for generating clinical-grade summaries.
This session explores the complexities of building trustworthy summarization tools for healthcare, including the roadblocks that nearly had the project sunsetted. That is, until we uncovered Context Engineering ahead of its public emergence, reshaping the project’s trajectory. Learn how this breakthrough approach transformed SCAN-X Embrace into one of the earliest and most effective applications of context-aware summarization in clinical workflows.
What You’ll Learn:
- How to apply Context Engineering to improve LLM accuracy in healthcare
- Understanding the technical principles of context engineering, its operational mechanisms, and strategies for thinking like a context engineer.
- Real-world lessons from building internal AI tools clinicians actually use
- A practical framework for mastering context-aware summarization
Whether you’re a data scientist, engineer, or clinical innovator, this talk will equip you with the thinking and techniques to become a master context engineer and unlock the full potential of your clinical data.
About the speaker
Steven Wise
A.I. P.O/Context Engineer – Emerging Technology APPs at SCAN Health Plan
Steven Wise is passionate about advancing the role of artificial intelligence in healthcare. As the AI Product Owner at SCAN Health Plan, he leads the development of cutting-edge solutions that drive compliance, efficiency, and patient care.
Steven’s technical mindset, problem-solving skills, and hands-on approach enabled him to uncover and apply the principles of context engineering well before the concept gained mainstream recognition. His early work positioned him among the first to produce medical-grade summaries using large language models (LLMs), setting a new standard for precision and contextual intelligence in healthcare AI.
Sardeep Giran
Director of Integrated Care Case Management
at SCAN Health Plan – Embrace
Sardeep Giran is the Director of Integrated Care Case Management at SCAN Embrace, part of the SCAN ISNP program. Sardeep leads multidisciplinary teams to ensure timely, person-centered transitions across care settings. A passionate advocate for health equity and systems transformation, Sardeep brings clinical insight, strategic vision, and unwavering dedication to improving lives, one member at a time.