Senior AI/ML Engineer
Full-time
Provectus
Role Description
You will work in a small, senior pod alongside an FDE and an FDX:
- Forward Deployed Executives (FDX): Own the commercial relationship and the business outcome. Works alongside the client's leadership or C-suite level to move the client's KPIs.
- Forward Deployed Engineers (FDE): Embed with a client, map the client workflow, identify the business problem, design and build a working AI solution, present to the client, and transfer knowledge to the client's team. Owns technical direction of the whole solution.
- Senior AI Engineer: Help turn business problems into agentic systems that run in production. Responsible for evaluation, observability, and guardrails. Real ownership of components and technical decisions.
Qualifications
- Proactive and self-directed; push for clarity rather than waiting for a ticket.
- Excellent communication and problem-solving skills.
- Comfort with ambiguity and ownership.
- B2+ English, comfortable collaborating across distributed, multicultural teams.
- 5+ years in software or ML engineering, with production systems you were accountable for.
- Solid AI/ML foundations; understand model performance and failure modes.
- Experience shipping production LLM applications and agentic workflows.
- Experience with LLM APIs (Anthropic, AWS Bedrock, or OpenAI) and agent frameworks.
- Experience building and optimizing RAG systems in production.
- Strong engineering fundamentals; full-stack mindset across AI, backend development, and cloud infrastructure.
- Hands-on AWS in production: Bedrock, Bedrock AgentCore, Lambda, ECS, S3, SQS, ECR, or similar.
- Cloud-native delivery: containers, ECS or Kubernetes, IaC, and CI/CD applied to AI pipelines.
- Experience with model and agent monitoring, drift detection.
- Cost and latency discipline: model tiering, caching, and workload cost estimation.
- Hands-on production experience with the Claude ecosystem.
- MCP: can explain agent-to-agent interoperability.
Requirements
- Experience in one of the industries: financial services, insurance, healthcare.
- Consulting, professional services, or other embedded customer-facing delivery.
- AWS and Claude Code Certifications.
- CI/CD pipeline experience (GitHub Actions, GitLab CI).
- Practical experience with use cases from NLP, LLMs, and Recommendation engines.
- Experience in an additional language (Go, TypeScript, or Rust).
- Experience with Apache Spark, Apache Airflow, Kafka.
Responsibilities
- Work in a pair with an FDE and an FDX.
- Build and ship production GenAI systems into the customer’s environment.
- Build and optimize RAG systems for production use cases.
- Build the evaluation harness before building the feature.
- Write production code across the stack — AI, backend services, data pipelines.
- Integrate AI components into backend services and RESTful APIs.
- Take systems to production on AWS (GCP or Azure where required).
- Implement LLMOps and AgentOps practices.
- Contribute to enablement and handover: clear documentation, runbooks, and pairing with client engineers.
- Participate in technical discussions and architectural decisions.
- Conduct model evaluation and optimize model performance.
- Mentor junior and mid-level AI engineers, conduct code reviews, and share knowledge across the team.
Benefits
- Opportunity to shape how leading enterprises adopt AI.
- A forward-deployed model working in small, senior teams.
- A growing AI delivery practice where you help build tooling and frameworks.
- Remote-friendly culture.
- Internal training programs with support for certifications and conference attendance.
- Career growth; actively develop engineers.
- Access to the latest AI tools and premium subscriptions.
- Long-term B2B collaboration.
- Private medical insurance or a budget for medical needs.
- Paid sick leave, vacation, and public holidays.
- Equipment and tech for comfortable, productive work.
Vacancy posted 7 hours ago
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