Senior ML Engineer: Production AI for Healthcare

Ambience Healthcare; San Francisco (CA); Hybrid; USD 225,000 - 300,000; Full time

Benefits offered by this job

Medical, dental, vision

401(k) with company match

Remote-friendly culture

Parental leave

Team off-sites & all-hands

Job summary

Ambience Healthcare is seeking a Senior Machine Learning Engineer to build and improve our clinical AI systems. The role is highly hands-on with technical ownership, collaborating with clinicians, product managers, and engineers to translate cutting-edge research into reliable, production-grade AI.

The position is hybrid, onsite at the San Francisco office three days per week, with ownership of end-to-end AI systems, evaluation pipelines, and continual improvement of model behavior in healthcare

Qualifications

• 5+ years in production ML, research engineering, or applied AI.
• Experience designing evaluations for LLMs, agents, or complex AI systems.
• Experience building production systems with multiple models, tools, and retrieval.

Responsibilities

• Build and own evaluation pipelines for LLM and agentic systems.
• Diagnose failures and test improvements across prompting, retrieval, context, routing, data, fine-tuning.
• Develop production systems involving tools, context and state management, routing, orchestration.

Skills

Production AI Experience

Evaluation Experience

Agentic Systems Experience

Python & ML frameworks

Data-Centric AI

Interdisciplinary Collaboration

Tools

PyTorch

Containerization

CI/CD

Job description

Ambience Healthcare is seeking a Senior Machine Learning Engineer to build and improve our clinical AI systems. The role is highly hands-on with technical ownership, collaborating with clinicians, product managers, and engineers to translate cutting-edge research into reliable, production-grade AI.

The position is hybrid, onsite at the San Francisco office three days per week, with ownership of end-to-end AI systems, evaluation pipelines, and continual improvement of model behavior in healthcare