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Artificial Intelligence (AI) Engineer

Robert Half · Knoxville, TN, USA · no salary listed · via jobspy:linkedin
85
Open listing

Fit analysis

The candidate is an exceptionally strong full-stack engineer with deep experience in building complex, high-availability systems and managing data pipelines at scale. The primary gap is the lack of demonstrated hands-on experience with modern Large Language Models (LLMs) or specific agentic AI frameworks required by the job.

Where you fit

  • Full Product Lifecycle Ownership: Proven ability to lead solutions from design through deployment, evidenced by architecting and deploying complex systems like Colony Watch and headless B2B storefronts across multiple roles.
  • Backend Development (Node.js/Rust): Strong expertise in building scalable backends using Node.js/Express and Rust for real-time data aggregation and critical workflows (e.g., Abit Corp LLC, SCP Corp LLC).
  • Frontend Development (React/Next.js): Extensive experience creating high-performance user interfaces and portals using Next.js and React, including complex custom product configurators.
  • Data Integration & Architecture: Highly proficient in integrating disparate systems using GraphQL (Hasura), PostgreSQL, and managing complex data flows from various sources (e.g., SCP Corp LLC).
  • Distributed Systems/Scalability: Experience designing and implementing scalable infrastructure for large-scale operations (1,800+ assets) and ensuring zero disruption during major rollouts.
  • DevOps & Deployment: Familiarity with containerization concepts (Docker mentioned in skills list) and managing full operational processes including inventory, AR/AP, and multiple sales channels.
  • Experience Level: The candidate has a consistent history of professional development since 2018, demonstrating the required seniority and breadth of experience.

Where you may struggle

  • Generative AI/LLM Integration: There is no evidence of hands-on experience integrating Large Language Models (LLMs) or using them for practical automation or decision support within a business system.
  • Agentic Workflows: The resume does not demonstrate knowledge or implementation of agent orchestration patterns, tool usage, memory management, or multi-step reasoning required for advanced AI agents.
  • Specific AI Frameworks: There is no mention of working with industry-standard frameworks like LangChain, LangGraph, Semantic Kernel, or AutoGen, which are critical to the role's requirements.
  • Python Backend Focus: While Node.js and Rust are strong, the job specifically requires expertise in Python for backend services; this language proficiency is not demonstrated.

Cover letter

Job description
Robert Half is hiring! We are looking for an Artificial Intelligence (AI) Engineer to join a growing team. This position focuses on building intelligent, production-ready applications that combine modern software engineering with advanced agent-based AI capabilities. The ideal candidate will lead solutions from early design through deployment, creating scalable services, responsive user experiences, and reliable AI-driven workflows that support business objectives. Responsibilities: • Lead the full product development lifecycle for AI-powered applications, from solution design and architecture through testing, deployment, and ongoing improvement. • Create and support backend platforms using Python or Node.js, delivering scalable services and well-structured APIs for web and AI-based systems. • Build and refine React-based user interfaces that connect smoothly with backend services and provide a consistent application experience. • Design distributed architectures, including microservices and agent orchestration patterns, to support complex reasoning, tool usage, memory, and multi-step execution. • Integrate large language models with business systems, external tools, databases, and enterprise applications to enable practical automation and decision support. • Improve performance across applications by tuning services, optimizing database interactions, and managing efficient use of cloud infrastructure. • Establish secure engineering practices by implementing authentication, access controls, and reliable approaches to privacy, testing, and system protection. • Oversee containerized deployments and continuous delivery workflows using Docker and related DevOps tooling, while resolving issues in production cloud environments. • Define evaluation, monitoring, and tracing methods that measure AI agent quality, cost, latency, safety, and overall operational reliability. • Partner with cross-functional stakeholders and provide technical guidance to engineers contributing to agentic AI initiatives and platform development. • 7+ years of experience in software engineering, with a strong background in building production-grade applications. • Strong hands-on expertise in Python or Node.js, including experience developing scalable backend services and APIs. • Experience creating front-end applications with React and connecting them to backend or AI-enabled platforms. • Solid understanding of RESTful API design, asynchronous programming, and modern distributed system architecture. • Experience working with relational and/or NoSQL databases such as PostgreSQL, MySQL, MongoDB, or DynamoDB. • Practical knowledge of large language models, generative AI concepts, agentic workflows, prompt design, and tool-integrated AI systems. • Familiarity with frameworks such as LangChain, LangGraph, Semantic Kernel, AutoGen, or similar technologies used for agent development. • Strong analytical thinking, clear communication, and the ability to manage multiple priorities while producing maintainable, well-documented code. Technology Doesn't Change the World, People Do. ® Robert Half is the world’s first and largest specialized talent solutions firm that connects highly qualified job seekers to opportunities at great companies. We offer contract, temporary and permanent placement solutions for finance and accounting, technology, marketing and creative, legal, and administrative and customer support roles. Robert Half works to put you in the best position to succeed. We provide access to top jobs, competitive compensation and benefits, and free online training. Stay on top of every opportunity - whenever you choose - even on the go. Download the Robert Half app and get 1-tap apply, notifications of AI-matched jobs, and much more. All applicants applying for U.S. job openings must be legally authorized to work in the United States. Benefits are available to contract/temporary professionals, including medical, vision, dental, and life and disability insurance. Hired contract/temporary professionals are also eligible to enroll in our company 401(k) plan. Visit roberthalf.gobenefits.net for more information. © 2025 Robert Half. An Equal Opportunity Employer. M/F/Disability/Veterans. By clicking “Apply Now,” you’re agreeing to Robert Half’s Terms of Use and Privacy Notice.

Questions from the bot

Do you have hands-on experience developing applications using LangChain or LangGraph? If so, what was the core function of the agentic workflow?
Have you worked with integrating LLMs into a business system to enable practical automation (e.g., summarizing documents, generating code snippets from natural language)?
Can you describe your experience developing scalable backend services using Python for API endpoints?

Timeline

2026-10-21 16:11:12
scored 85: The candidate is an exceptionally strong full-stack engineer with deep experience in building complex, high-availability systems and managing data pipelines at scale. The primary gap is the lack of demonstrated hands-on experience with modern Large Language Models (LLMs) or specific agentic AI frameworks required by the job.
2026-10-21 16:05:04
found Found via jobspy:linkedin