Generative AI Engineer
Infinite Electronics, Inc.
Position Description We are seeking a Generative AI Engineer to own the hands-on technical delivery of production GenAI systems - from architecture and implementation through deployment, operations, and continuous improvement. This role covers the full stack of modern GenAI engineering: LLM application design, agentic and RAG workflows, structured output patterns, evaluation pipelines, and operational safeguards, integrated with enterprise data sources and cloud-native services. Beyond building, this person helps to define the technical standard for GenAI work on the team - establishing engineering patterns, owning architectural decisions, and serving as the primary authority on GenAI best practices and tooling. The right candidate brings deep, demonstrable production GenAI experience, a strong sense of operational ownership, and the technical credibility to lead by example. General Duties and Responsibilities AI Architecture & Delivery
- Design and build production-grade generative AI systems - agentic workflows, multi-step RAG pipelines, and LLM-powered applications integrated with enterprise data and services
- Define and implement reusable engineering patterns for prompt management, workflow versioning, structured outputs, tool orchestration, and rollback across production AI services
- Apply judgment around model selection and routing, token and latency optimization, cost management, and the appropriate boundaries between AI-driven and deterministic application logic
- Continuously evaluate emerging AI models, tools, and architectural approaches, incorporating improvements into existing systems incrementally
- Integrate AI systems with enterprise data sources, internal APIs, and platforms to enable reliable, production-ready workflows
- Own operational outcomes for production AI systems - reliability, latency, throughput, cost efficiency, and scalability targets
- Implement and maintain monitoring, observability, tracing, and alerting frameworks to ensure operational visibility and rapid issue resolution
- Design and maintain CI/CD pipelines for deployment, versioning, and release management of AI services
- Lead production incident response and root cause analysis, driving systemic improvements that reduce recurrence
- Build and maintain automated evaluation pipelines for LLM outputs - prompt regression testing, retrieval quality validation, and failure mode tracking
- Implement human-in-the-loop controls, content guardrails, schema validation, and structured output enforcement to ensure trusted and auditable AI outputs
- Secure AI systems against prompt injection, data leakage, and unauthorized access, aligning with enterprise compliance and security standards
- Own the team's GenAI technical direction - defining and enforcing engineering standards, patterns, and best practices across all GenAI workstreams
- Make and defend architectural decisions with clarity, providing the technical rationale needed for the Manager and stakeholders to align and move forward confidently
- Work closely with the Manager, GenAI Engineering to receive, refine, and execute on scoped GenAI work - contributing technical judgment to prioritization and tradeoff decisions
- Provide hands-on code review and technical guidance to engineers contributing to GenAI workstreams, raising overall quality through direct feedback and demonstration
- Champion an iterative delivery culture - shipping incrementally, incorporating feedback, and improving continuously in a regular production release cadence
- Demonstrated experience shipping production-grade LLM or generative AI systems - prompt and workflow design tradeoffs, model selection and routing decisions, tool use and agent orchestration boundaries, and the distinction between AI guardrails and deterministic application logic
- Experience building automated evaluation pipelines for LLM outputs, including gold set construction, model-based evaluation approaches, prompt regression testing, retrieval quality validation, and failure mode analysis across the full LLM application stack
- Experience implementing human-in-the-loop controls, content guardrails, and schema-based output validation for enterprise AI deployments
- Strong track record designing, building, and operating complex distributed systems in enterprise production environments, with clear ownership of reliability, performance, and operational outcomes
- Experience with CI/CD pipeline design and operation for AI services - including deployment strategies, versioning, and release management in production environments
- Proven ability to define and enforce GenAI engineering standards, patterns, and best practices across a cross-functional team
- Experience designing and operating cloud-native APIs, microservices, and event-driven architectures on Azure or equivalent cloud platform
- Experience integrating AI systems with enterprise data sources, internal APIs, and security controls in compliance-sensitive environments
- Demonstrated track record of shipping production AI systems iteratively - with regular release cadence, feedback incorporation, and continuous improvement
- Bachelor's degree in Computer Science, Engineering, Data Science, or related field, or equivalent practical experience
- Experience designing and operating agentic AI systems and multi-step RAG architectures in production - retrieval quality optimization, chunking strategies, grounding, and ranking tradeoffs
- Hands-on experience with Azure OpenAI, AI Foundry, App Service, Functions, Service Bus, Blob Storage, Key Vault, and Application Insights; familiarity with Bicep for IaC
- Experience with Python frameworks commonly used in production AI services, including FastAPI, asyncio, and Pydantic
- Familiarity with PySpark notebooks for data pipeline development
- Experience deploying and managing containerized AI workloads using Docker or similar technologies
- Familiarity with responsible AI principles, AI governance frameworks, and regulatory considerations relevant to enterprise AI systems
- Familiarity with Bronze/Silver/Gold medallion architecture and staged data quality patterns for enterprise data pipelines
- Domain experience in product data, PIM, ERP, master data management, data governance, ecommerce, or analytics platforms
- Master's degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field
- Prolonged periods in a stationary position at a desk and working on a computer.
- Must be able to communicate effectively via video conferencing, phone, and written correspondence.
- Occasional travel may be required depending on project or business needs.
Vacancy posted 3 days ago
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