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The Healthcare Oracle: Distilling All Medical Knowledge Into One Model

What if we could compress the best of every medical journal, every guideline, every patient experience into a single compact AI model?

Michael Greenhalgh , Founder & CEO, Health.AI
Published May 1, 2026 · Updated May 3, 2026
The Healthcare Oracle: Distilling All Medical Knowledge Into One Model

Beyond Traditional AI Models

The AI industry is focused on distillation — creating compact versions of large frontier models. But what if we applied this not just to models, but to the entire corpus of knowledge in healthcare?

This is the Healthcare Oracle vision: treat all evolving health knowledge as a virtual "model" then distill it into the most effective source of truth ever created.

The Deployment Vision

  • iPhone: 1-3B model via Core ML — offline triage
  • Mac/PC: 7-14B via Ollama/MLX — full reasoning
  • Cloud: 14B+ via API — enterprise scale

When a doctor in rural India can run ollama run health-oracle and get Stanford-quality reasoning — for free, offline, privately — we will have democratized healthcare.

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Michael Greenhalgh , Founder & CEO, Health.AI

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