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Job Description

Concurrence is hiring a Staff Applied AI Engineer (Forward Deployed) in San Francisco to deliver complex applied AI customer use cases end to end, with strong technical ownership across deployments.

Responsibilities

  • Own the most complex customer use cases from deployment brief through production and ongoing iteration.
  • Lead build execution from initial requirements to production outcomes and beyond.
  • Set technical direction within and across deployments; resolve tradeoffs with the platform team.
  • Commit to timelines and stay hands-on in the hardest parts of the build.
  • Build agent systems designed to hold up in clinical settings.
  • Use agent hierarchies and skills (avoid a single monolith) and implement evals that measure distributions rather than relying on subjective quality checks.
  • Ensure nothing reaches a patient until it clears the safety floor and eval gate.
  • Handle integration reality: EHRs, legacy systems, and customer data arriving in many formats.
  • Make architecture decisions inside and across shared systems, committing to timelines and carrying through outcomes.
  • Make the system compound by turning field-proven patterns into first-class platform capabilities.
  • Push proven work down from agent reasoning into deterministic data lookups, consolidating workflows (for example, reducing many tool calls into one).
  • Push back early when specifications were not vetted, integrations are not supported, or scope changes mid-build.
  • Raise the team by mentoring engineers across deployments and helping define architecture and engineering standards.
  • Write documentation detailed enough for a coding agent or new hire to pick up the work.

Requirements

  • Shipped and owned complex production systems end to end with real users depending on them.
  • Set technical direction across multiple projects or teams and supported sound architecture decisions for other engineers.
  • Hands-on experience building with LLMs and agents in production, or the engineering depth to reach that capability quickly.
  • Approach non-deterministic systems with rigor.
  • Balance near-term and long-term tradeoffs: understand what decisions cost now and how they affect future team execution.
  • Comfort working closely with customers and clinicians, prioritizing workflow understanding over waiting for perfect specs.
  • High craft standards: systems fail loudly during development and remain reliable beyond active engineering time.
  • Push back on rules that do not make sense and question assumptions that have not earned their place.

Technologies

  • Databricks
  • LLMs
  • Agents
  • Epic
  • Oracle Health
  • athenahealth
  • HL7
  • FHIR

Benefits

  • Comprehensive health, dental, and vision insurance
  • Daily catered lunch and dinner
  • Mental health support and wellness coaching
  • Flexible wellness stipend for fitness, therapy, or personal growth
  • Annual learning budget for courses, books, or conferences
  • Conference attendance budget for professional development
  • Annual team offsite
  • Academic collaboration opportunities
  • Unlimited PTO

Nice to Have

  • Healthcare experience, including EHR integrations (Epic, Oracle Health, athenahealth), HL7, FHIR, or clinical workflows.
  • Experience with Databricks, voice agents, or forward deployed/customer engineering.
  • Time at an early-stage startup.

Core Values

  • Patients Win, We Win
  • High Standards, High Care
  • Thoughtful Urgency
  • Intensely Measured

How You Will Work With the Team

  • Low ego
  • Direct
  • High agency
  • Bar of excellence
  • Skeptical

Location: San Francisco, CA (onsite)

Salary: USD 240,000 - 300,000 per year

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