Software Engineer in Test (AI Agentic Systems)
- Discuss this with your agent
- Open in Claude
- Open in ChatGPT
Prepare application
- Draft this with your agent
- Open in Claude
- Open in ChatGPT
Role details
Tech stack
+5 more
Job description
You will work at the intersection of Vertex AI, healthcare compliance, and high-scale data engineering. Your work directly determines whether claims are paid correctly and whether the company can withstand a Department of Labor (DOL) or state DOI audit. The stakes are real, the domain is hard, and the problems are genuinely novel. What youâll do:
- Outcome Evaluation (The âWhatâ)
- Golden Set Governance: Build and maintain a versioned library of âGrounding Dataâ results by working with senior claims examiners to define âGround Truth.â
- Model-as-a-Judge Automation: Design automated âLLM-grading-LLMâ workflows using custom rubrics to score factual grounding and policy compliance.
- Semantic Assertion Framework: Develop testing libraries that move beyond string matching to validate semantic equivalence and numerical accuracy in agent outputs.
- Trajectory Evaluation (The âHowâ)
- Function-Call Auditing: Use Vertex AI traces to programmatically verify that mandatory tools (via MCP) were invoked with correct arguments.
- Orchestration Logic Validation: Assert that agents respect defined priorities across the four architectural layers: Data & Knowledge, Orchestration, Agentic Reasoning, and Tooling.
- Reasoning Trace Auditing: Ensure every autonomous decision is traceable to a specific SOP sentence and a live API data point.
- Continuous Automated Regression (The âAlwaysâ)
- CI/CD Integration: Every prompt or model update in Vertex AI Prompt Management must trigger an automated regression run.
- Auto-SxS: Own the automated pairwise comparison process to detect logic drift between âNewâ and âProductionâ agent versions.
- Mocking & Resilience: Build a Vertex AI/ADK mocking layer to simulate model responses, allowing for thousands of logic tests in seconds with zero API costs.
Requirements
- 5+ years of of experience in software testing and development
- Python SDET Expertise: Expert in Python and pytest, specifically building custom mocking frameworks for external APIs (Vertex AI/ADK).
- AI/LLM Observability: Hands-on experience with Vertex AI Experiments, Auto-SxS, and Cloud Logging for trace analysis.
- Data Literacy: Expert-level SQL (BigQuery) and Pandas skills to âdiffâ massive datasets and identify adjudication discrepancies.
- Prompt Engineering for QA: Ability to analyze âSystem Instructionsâ and refine prompts based on failed test cases to close logic gaps.
- Architectural Testing: Experience testing multi-layer systems involving RAG (Vertex AI Search), state management (LangGraph), and function calling.
- Preferred Skills (The âNice-to-Havesâ)
- Healthcare/Claims Domain: Familiarity with claims adjudication concepts (pend reason codes, COB, eligibility, stop-loss).
- Compliance Knowledge: Understanding of HIPAA/PHI handling and writing test evidence for regulatory bodies (DOL/DOI).
- Human-in-the-Loop Testing: Experience in âShadow Modeâ monitoring-comparing agent decisions against human expert (MCA) baselines.
Benefits & conditions
The actual pay rate offered within the range will depend on factors including geographic location, qualifications, experience, and internal equity. In addition to the salary, you will be eligible for 115000 stock options and benefits like health insurance, 401k, and paid time off. Learn more about our benefits at ;br> Lehi, UT Pay Range
$99,200-$124,000 USD
Plano, TX Pay Range
$109,120-$136,400 USD
Why Join Us?
- Mission-driven culture that values innovation, collaboration, and a commitment to excellence in healthcare
- Impactful projects that shape the future of our organization
- Opportunities for professional development through internal mobility opportunities, mentorship programs, and courses tailored to your interests
- Flexible work arrangements and a supportive work-life balance
About the company
At Collective Health, weâre transforming how employers and their people engage with their health benefits by seamlessly integrating cutting-edge technology, compassionate service, and world-class user experience design.
Apply for this position
This job is hosted externally. Click below to view the full posting and apply.
Prepare application
- Draft this with your agent
- Open in Claude
- Open in ChatGPT
Good distractions
Talks and stories from around this role â technically off-topic, practically not.
Moments
Explore playlistsVideos
See allRelated articles
See all
MLOps And AI Driven Development
What is Agentic Programming and Why Should Developers Care?
Navigating the AI Shift
Got AI ideas but no money? Here are 10 free ways to level up your AI skills with Google Cloud