RYAN ZERNACH

Healthcare AI Systems Engineer

Ryan_Zernach_2025_Senior_AI_Systems_Engineer_Remote_United_States

🏥 Healthcare Is My #1 Priority

I am a Senior AI Systems Engineer, and I have been fortunate to build and ship several AI systems at real scale, including products used by 1M+ users. My strongest why is simple: I want my engineering work to help people live healthier, happier, longer lives. That is why healthcare is my top priority. I care about building systems that help care teams move faster and think clearer without compromising trust, safety, or accountability. This is not a passing interest for me. It is the next chapter I feel most called to pursue. If your company is building serious healthcare AI for real workflows, real operators, and real outcomes, I would be honored to contribute.

Related Links
GitHub Profile
Production LLM Systems
AI Automations
OSS Contributions
Healthcare technology workers collaborating around AI engineering and hospital operations

🩵 Why Healthcare?

Healthcare is where great engineering meets human consequence, and it is the one industry every human on earth depends on many times in life. I have spent years building scalable AI in high-pressure production environments, and I want to channel that same operating model into healthcare with humility and care. In most industries, better software improves convenience. In healthcare, better systems can return time to clinicians, reduce preventable friction, and support clearer decisions when stakes are high. That is the challenge I want most: complex work, high standards, and real accountability to outcomes. I am drawn to environments where reliability is non-negotiable, trust must be earned every day, and technical quality is measured by how well the system serves people under pressure. This path is also personal for me. My sister works in nursing, and healthcare has been a serious part of my family story. I have seen how demanding this work is and how much impact better tools can have for people on the front lines. Healthcare runs in the family, and I want to contribute from my side of the table by building AI systems that are dependable, intelligent, and truly worthy of the people who rely on them. My passion is to build technology that gives clinicians more support and gives patients better chances at healthier, happier, longer lives.

Engineering AI Systems, such as:

  • Agentic AI systems that remove administrative drag while preserving trust, auditability, and real-world usability.
  • Evaluation pipelines that separate deterministic truth from judgment-based quality so teams can improve models with confidence, not guesswork.
  • Human-in-the-loop workflows that give clinicians leverage without stealing control where control matters most.
  • Operational dashboards that make reliability, latency, cost, and failure modes visible enough to manage like adults.
  • Production-grade architecture that can stand up to scrutiny, scale responsibly, and earn its place in a high-stakes environment.
Related Links
CellarTracker
Gauntlet AI
Zencoder
Agentic Taxes

🧠 Mindset Matters Most

My engineering style is ambitious, disciplined, and production-minded, but always in service of the people who depend on the system. I want AI to stand out for the right reasons: it works, it is understandable, it is dependable, and it earns trust when the pressure is real.

  • Start from the real workflow, the real operators, and the real failure modes, then build around safety, observability, and crisp ownership boundaries.
  • Treat quality gates as core infrastructure, not cleanup work somebody promises to do later.
  • Ship meaningful progress quickly, then harden reliability, controls, and clarity every cycle.
  • Build systems that teams can trust, understand, and improve long after the first release.
Related Links
Hardware is Horsepower
AI Engineering Methodologies

🚀 Healthcare Career Goals

  • Senior AI Systems Engineer roles where the work visibly improves patient outcomes, clinician effectiveness, or access to care.
  • Teams that take evaluation, monitoring, safety, and deployment discipline as seriously as speed.
  • High-standard environments where rigor beats hype and the mission is worthy of real effort.

Closing Note

I have built scalable AI systems for large, real-world audiences, and I want my next chapter to be healthcare with the same seriousness and deeper purpose. I care deeply about helping people live healthier, happier, longer lives, and I want that mission to define what I build next. If your team is building healthcare AI with real standards, real ambition, and a real commitment to quality, I would value the chance to talk. I am ready to help build systems people remember quietly, for the best reason: they worked when they were needed most.

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