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What Success Looks Like In 3 months:
- Establish a production-grounded baseline for priority agentic workflows with documented failure modes and evaluation rubrics.
- Map current retrieval, context, memory, and escalation patterns to identify highest-value improvements.
- Earn trust across Product and Engineering by turning production evidence into clear recommendations.
In 6 months:
- Deliver measurable improvements in accuracy, reliability, steerability, latency, or cost for one or more priority workflows.
- Validate human-review and escalation behavior under adversarial and edge-case conditions.
- Ensure production-representative evaluation suites and regression checks inform model-change decisions.
In 12 months:
- Build a repeatable product-layer AI performance practice that moves from production failure to diagnosis, experiment, evaluation, and release decision.
- Catch high-severity regressions earlier and make agent behavior more transparent, calibrated, and trustworthy at scale.
- Maintain model cards, intended-use guidance, limitations, and performance documentation that are current and useful to product and customer-facing teams.
What You'll Be Doing:
- Design and iterate on agent behavior across real, live workflows, including long-horizon, multi-turn agentic tasks.
- Design retrieval and context architecture so the right source data reaches a model in the right structure.
- Design memory and state handling across multi-turn and multi-agent flows, determining what is carried forward, summarized, or dropped and why.
Arcadia
Arcadia is a healthcare platform that transforms complex data into trusted intelligence for providers, payers, and life sciences organizations. Backed by Nordic Capital, the company has hundreds of organizational clients and a mission-driven culture focused on improving patient outcomes.