Collective Health
Healthcare
LeadSoftwareEngineer,AgenticAISystems
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optimal for Lead candidates.
“Lead Software Engineer, Agentic AI Systems at Collective Health. Skills: Agentic AI, LLM Behaviors, Python Development, Google Cloud Platform. Execute Agentic Workflows. Build AI agents”
What You'll Achieve.
Automate complex claims workflows; Provide factual, data-driven responses; Handle claims logic with high precision; Improve domain-specific performance; Ensure agents pause, persist state, resume workflows; Intercept non-compliant agent behavior; Intercept toxic/hallucinated outputs; Ensure PHI is never exposed
Industry & Context.
Root cause analysis; Troubleshooting
In office 2 days/week
What They're Looking For.
Must Have
Expert Python Developer, 8+ years Full-Stack experience, Hands-on Gemini experience, Hands-on Vertex AI experience, Hands-on Agent SDK experience, Experience with LangChain, Experience with LangGraph, Experience with PydanticAI, Experience with Vertex AI Python SDK, Experience with Reasoning Engine, Experience with Vertex AI Extensions, Experience with Vertex AI Function Calling, Experience with prompt engineering, Experience with AI-enhanced development tools
Nice to Have
Familiarity with healthcare interoperability, Familiarity with claims data structures, Practical LLM fine-tuning experience, Working knowledge of Java, Working knowledge of Spring Cloud
What You'll Do.
Execute Agentic Workflows
Develop agent behaviors
Optimize agent behaviors
Implement RAG strategies
Implement grounding strategies
Design system instructions
Implement few-shot prompting
Implement Chain-of-Thought reasoning
Perform Supervised Fine-Tuning
Improve domain-specific performance
Understand architectural decisions
Drive reusable patterns
Design Stateful Orchestration patterns
Implement human review breakpoints
Implement Input/Output Guardrails
Implement 'Circuit Breaker' logic
Detect non-compliant agent behavior
Intercept toxic outputs
Intercept hallucinated outputs
Implement Google Cloud DLP
Ensure PHI is not exposed
How You'll Work.
Team & Collaboration
Cross-functional teams; Agentic AI strategy
Process & Methodology
AI-First SDLC
Full Job Description
At Collective Health, we’re 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. The Claims AI Automation team is currently evolving from traditional rule-based adjudication to an intelligence-driven platform. We are seeking a Lead Software Engineer who excels at high-level technical execution. This role is focused on the development and delivery of our Agentic AI strategy, turning architectural blueprints into production-ready systems. The ideal candidate will be the primary engine for building Python-based AI agents using the Google Cloud (GCP) ecosystem to automate complex claims workflows. You will be responsible for implementing sophisticated LLM behaviors using Gemini. What you will do: Execute Agentic Workflows: Build and deploy sophisticated AI agents using Google Vertex AI and the Google Agent SDK (ADK) based on provided architectural specifications. Develop and optimize agent behaviors using Gemini (Pro/Flash) with a focus on reliable tool-calling and multi-step reasoning; implement RAG and grounding strategies to ensure AI agents provide factual, data-driven responses derived from internal claims databases and policy documents. Design and implement complex system instructions, few-shot prompting, and Chain-of-Thought reasoning to ensure agents handle claims logic with high precision, performing Supervised Fine-Tuning on Gemini models to improve domain-specific performance in adjudication and medical coding Data & Messaging: Expert in SQL/PostgreSQ/AlloyDB/BigQueryUnderstand architectural decisions and actively drive reusable patterns for cloud-native, AI-enabled backend systems. Design and implement Stateful Orchestration patterns that incorporate human review breakpoints, ensuring agents can pause, persist state, and resume workflows after auditor approval. Implement Input/Output Guardrails and 'Circuit Breaker' logic
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