Senior Applied AI Engineer

Company Overview:

Role:

Impact Youll Drive:

• Put a concierge doctor in every members pocket: an agent that reasons over a lifetime of labs imaging and wearable signals and tells them what to do next.
• Turn our longitudinal health dataset into decisions not dashboards so members act on their health rather than just view it.
• Make health AI that people trust with their lives: every recommendation earns its way past evaluation gates and clinician review before it reaches a member.
• Catch what a once-a-year physical misses surfacing the early signal across 160 biomarkers before it becomes a diagnosis.

Key Responsibilities:

• Architect and build stateful graph-based agent workflows with tool use planning and memory.
• Integrate LLMs and multimodal models via structured I/O (JSON Schema Pydantic validators) and function/tool calling.
• Build high-reliability APIs and streaming services for real-time inference speech and vision.
• Own production readiness: tracing logging metrics rate limiting circuit breakers and SLOs
• Stand up eval pipelines: offline golden sets LLM-as-judge with human rubrics online A/B and regression tests in CI.
• Implement retrieval and memory: hybrid search vector and graph retrieval semantic caches and long-horizon context.
• Optimize cost/latency: model routing prompt and tool selection quantization and KV cache/prefill strategies.
• Partner cross-functionally to translate research into robust production systems and iterate quickly behind evaluation gates.
• Mentor engineers through design docs and architecture decisions.

Qualifications/Skills:

• 1 years building agentic AI systems; 6 years as a full-stack or ML engineer building production backends or ML systems in Python Go or similar.
• Fluency with agentic orchestration (e.g. LangGraph PydanticAI DSPy LlamaIndex) and tool/function calling.
• Experience integrating frontier LLMs and multimodal models via managed APIs or self-hosted serving.
• Strong with API design and backend frameworks (FastAPI Flask) and event-driven architectures.
• Data systems expertise with PostgreSQL including token streaming and throughput tuning.
• Retrieval and memory: vector databases (pgvector Pinecone Weaviate Milvus) hybrid search and graph/knowledge storage.
• Production evals: LLM-as-judge human-in-the-loop rubric design and CI-integrated regression tests.
• Observability and SRE: OpenTelemetry traces metrics structured logs SLOs dashboards and on-call triage.
• Cloud-native delivery: Kubernetes Terraform Docker GPU scheduling/autoscaling on AWS or GCP.
• CI/CD proficiency with GitHub Actions and test automation for prompts tools and agents.
• Clear concise communication and high ownership in fast-paced environments.

Nice to Haves:

• Real-time multimodal systems: streaming ASR low-latency TTS WebRTC and vision pipelines.
• RAG expertise beyond basics: Graph RAG multi-hop retrieval sub-agents query planning and freshness policies.
• Safety and governance: policy-as-code red-teaming PII handling audit logs and role-based tool authorization.
• Regulated data experience (HIPAA SOC 2 GDPR) and data residency controls.
• Personalization at inference time long-term memory agents session state and episodic memory stores.
• Experience with consumer-scale AI apps high-traffic systems or on-device/edge acceleration (WebGPU).

To be a strong fit you also need:

• Ruthless Prioritization:
  • We dont let perfect get in the way of progress.
  • We move quickly to drive value not perfection.
  • We prioritize what drives impact.
  • We never compromise on standards of excellence.
• Member-First Always:
  • We design and deliver like were caring for someone we love.
  • We create calendar actionable human experience.
  • We prioritize responsiveness peace of mind and outcomes.
  • We empower members with truth clarity and care.
• One Team Moving Fast:
  • We are aligned in purpose prioritization and speed.
  • We gather diverse perspectives to make informed decisions.
  • We clear paths for each other and move fast together.
  • We communicate clearly and respectfully rallying around shared goals.
• Radical Ownership Relentless Execution:
  • We dont just ship we own outcomes and drive results.
  • We act with urgency and precision
  • We anticipate initiate and follow through.
  • We meet challenges with grit and pragmatism.
  • We embrace new tech to deliver better outcomes.
• Mission Over Ego:
  • We are ruthlessly aligned to our mission - and leave ego at the door.
  • We disagree and commit.
  • We dont tolerate politics or withholding information.
  • We operate with honesty transparency and respect.
• Sustained Integrity in Every Detail:
  • We earn trust by obsessing over accuracy quality and clarity in everything we do.
  • We prioritize clinical precision - data must be right.
  • We sweat the details because outcomes depend on them.

Why Youll Love Working With Us: