Atria Institute

Atria Institute

Atria—Turning science into medicine. Atria takes a scientific approach to preventive medicine, precision longevity medicine, and proactive health care. Atria Palm Beach at The Royal Poinciana Plaza Coming Early 2024 561.200.7000 The future of health br...

Health Care Providers & Services
51-250
Founded 2022

Description

  • Architect and ship end-to-end production AI systems for clinical decision support, document understanding, and agentic medical companions.
  • Design agentic workflows using frontier LLMs and self-hosted models when appropriate.
  • Lead structured information extraction pipelines from clinical documents, including verification systems and human-in-the-loop review gates.
  • Build evaluation infrastructure with golden datasets, LLM-as-judge methods, regression tests, and online A/B evaluation.
  • Engineer systems for low latency and controlled cost through streaming, caching, prompt compression, model routing, and budget management.
  • Own production observability, including trace and span monitoring, prompt versioning, drift detection, cost tracking, replay debugging, and PHI-safe logging.
  • Operationalize models developed by the AI Scientist team, including serving, production evaluation, rollback, and feedback loops.
  • Partner with clinicians, data engineers, and research collaborators to translate clinical requirements into technical specifications and delivered systems.
  • Set technical direction for AI engineering, including architecture decisions, build-vs-buy decisions, and evaluation and observability standards.
  • Mentor PMs and engineers on applied AI best practices, prompt design, evaluation design, and model selection.
  • Raise engineering standards through code review, design docs, observability, and incident response.
  • Drive technical due diligence for AI/ML vendors, including BAA scope, PHI handling, sub-processor obligations, and IP terms.

Requirements

  • 4+ years of hands-on experience building and operating LLM-powered or production ML systems.
  • Strong Python skills and deep familiarity with at least one production backend framework such as FastAPI or Flask.
  • Hands-on experience with LLM orchestration, function/tool calling, and retrieval system design, including chunking, hybrid search, and reranking.
  • Working knowledge of a cloud data warehouse, with Snowflake strongly preferred.
  • Experience with modern data tooling such as dbt, Dagster, or Airflow.
  • A track record of designing evaluation systems for LLM applications.
  • Familiarity with LLM safety considerations, including guardrails and adversarial testing.
  • Practical understanding of HIPAA, BAAs, PHI handling, and working in a regulated environment.
  • Strong written communication skills for design docs, technical RFCs, and documentation.
  • Experience in healthcare, clinical informatics, or another regulated domain is preferred.
  • Familiarity with medical ontologies and clinical data standards such as LOINC, SNOMED CT, ICD-10, RxNorm, FHIR, and HL7 is preferred.
  • Experience with self-hosted model serving tools such as vLLM, Triton, TGI, or SGLang is preferred.
  • Experience with inference optimization is preferred.
  • Multimodal experience with vision, structured data, or time-series data alongside text is preferred.

Benefits

  • Excellent health and wellness benefits fully covered by Atria starting on the date of hire.
  • OneMedical membership for employees and dependents, including access to 24/7 virtual care.
  • Fertility and family planning support.
  • Company-covered preventive health screenings through partner hospitals.
  • Fitness perks, including Wellhub.
  • 401(k) contributions with a 4% match starting after 6 months.
  • Flexible Time Off.
  • Continuing medical education and CEU support for professional licensure.
  • Salary range of $190,000 to $250,000 plus a performance-based bonus.

Interested in this position?

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