Note: The job is a remote job and is open to candidates in USA. Future is building a personalized guidance system for lifelong health. They are seeking an Applied AI Engineer to help build and ship AI-powered features that enhance product experience and business outcomes.
Responsibilities
- Build and ship AI agents that serve real users: tool-calling LLM systems with structured output, parallel API orchestration, and streaming responses
- Design evaluation harnesses and quality scoring — we use Langfuse, rubrics to measure safety, effectiveness, and personalization
- Own the full loop: prototype a new agent capability, validate it with evals, deploy it to staging and production, monitor traces, and iterate
- Improve reliability, latency, and cost through prompt caching strategies, token budgets, retry logic, and observability
- Write the tools agents use: API integrations with Pydantic validation, exercise search over local databases, structured workout submission
Skills
- Strong Python skills: you've built and deployed services on large production systems
- Experience with LangChain/LangGraph or similar agent frameworks
- Hands-on experience with LLMs in production: prompt engineering, tool/function calling, structured output, evaluation
- Comfort with async Python, HTTP APIs, and streaming protocols (SSE, webhooks)
- Experience with data validation and schema design (Pydantic, JSON Schema)
- Ability to debug across layers: from a broken LLM tool call to a misconfigured Terraform resource
- Clear communication: you'll work directly with product, mobile, and backend engineers
- Familiarity with AWS (Bedrock, ECR, CloudFront, S3, Cognito) or other cloud agent hosting
- Observability and tracing tools (Langfuse, OpenTelemetry, Datadog)
- Exposure to evaluation frameworks: LLM-as-a-judge, automated scoring, dataset management
- Infrastructure-as-code (Terraform, CDK)
Benefits
- Equity participation offered alongside base compensation.
- Comprehensive medical, vision, dental, and disability insurance plus tax savings accounts for all eligible employees.
- 401(k) plan with tax-advantaged savings options.
- Employment eligible to all employees located anywhere in the continental US. No travel required.
- Monthly health and fitness stipend contributing to overall wellbeing, access to a mental health platform, reimbursement for medical travel, and an annual learning & development stipend.
- Flexible PTO so you can rest, recharge, and take care of life outside of work.
- Enjoy our platform for free!
- Meaningful equity package.
- All employees who meet eligibility requirements receive comprehensive medical, dental, vision, and disability insurance, plus tax-advantaged savings accounts.
- 401(k) plan.
- Monthly wellness stipend for fitness, recovery, and overall wellbeing, plus access to mental health resources and therapy support.
- Annual budget for courses, conferences, coaching, and tools that help you grow in your craft.
- Enjoy our platform for free.
Company Overview
Company H1B Sponsorship