Rockstar
Healthcare
FoundingAI-NativeEngineer
Neural analysis suggests this role is
optimal for Senior candidates.
“Founding AI-Native Engineer at Rockstar. Skills: AI-native operations, LLM architecture, Backend systems, Data engineering. Design AI agents. Ship AI agents”
What You'll Achieve.
Ship code starting fall; Go-live targeted 2026
Industry & Context.
Shaping ambiguous problem
Eastern Time preferred, On-call rotation
What They're Looking For.
Must Have
5+ years shipping production software, Meaningful time owning backend systems, Deep expertise in modern backend language, Comfort across full backend picture, Real sense for UX, Built something real with LLMs, Track record of taking ambiguous problem, Treat model behavior as something to test
Nice to Have
Familiarity with Figma, Partnered closely with designers, Healthcare prior early-stage, Founding-engineer experience, Salesforce eligibility engines, Document extraction experience, Health compliance experience, Case-management workflows experience
What You'll Do.
Run patient case lifecycle
Handle application intake
Handle document extraction
Handle data validation
Handle coverage verification
Handle patient communication
Handle missing-info follow-up
Design PHI-aware data architecture
Build de-identification pipeline
Build tokenization layer
Integrate healthcare systems
Integrate dependent services
Build orchestration layer
Manage production bar
Manage incident response
Manage rollback strategy
Work with operations teams
Work with clinical teams
Participate in discovery
Participate in go-live
How You'll Work.
Team & Collaboration
Working directly with operations; Working directly with IT; Working directly with clinical teams
Full Job Description
Rockstar is recruiting for an **AI-native operations platform for patient access** — the behind-the-scenes work of getting patients enrolled in assistance programs, verifying coverage, and moving cases through review. Their thesis is simple: **AI handles the routine, humans handle the judgment calls.** They're in build mode for their first deployment, a patient access infrastructure company serving emerging biopharma, with **go-live targeted later in 2026.** They're hiring **one or two senior engineers** to build this platform with them. Given the size of the team, **each hire carries the weight of a founding engineer** — you will own entire verticals of the product, make architectural calls that we live with for years, and ship code that real patient cases flow through starting this fall. They are looking for engineers who **build with LLMs the way previous generations built with databases** — as a first-class architectural primitive, not a bolt-on. ### What you'll own You won't be handed tickets. **You'll own problem spaces end-to-end.** That looks like: * **Designing and shipping the AI agents that run patient case lifecycle** — application intake, document extraction, data validation, coverage verification, patient communication, missing-info follow-up — including the evaluation harness, confidence thresholds, and human-in-the-loop boundaries * **PHI-aware data architecture:** de-identification pipeline that strips identifiers before inference, the tokenization layer that maps results back, and the audit trail that logs every model call * **Integrations with healthcare systems of record** and dependent services – as well as the orchestration layer that coordinates across them * **The production bar:** on-call, incident response, rollback strategy, and strict uptime SLAs * **Working directly with operations, IT, and clinical teams** during discovery, UAT, and go-live — you'll be in the room, not behind a PM ### What they are looking for * **5+ years shipping prod
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