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Fit analysis

The candidate possesses exceptional full-stack engineering depth, strong experience with high-availability systems, and complex API integrations necessary for a scalable backend role. However, the resume lacks any explicit evidence of working with Large Language Models (LLMs), generative AI concepts, or specific AI orchestration frameworks required by this specialized position.

Where you fit

  • Full-Stack Development: Proven ability to architect and deploy end-to-end solutions using Next.js/React on the frontend and Node.js/Rust on the backend, matching the core full-stack requirement.
  • Scalable Backend & APIs: Extensive experience building complex integrations with Hasura (GraphQL) and managing data flows across multiple systems (WooCommerce, Shopify), demonstrating proficiency in API design and connectivity.
  • High-Availability Systems: Engineered and maintained operational protocols for 1,800+ physical assets (Abit Corp), proving expertise in real-time telemetry pipelines and building mission-critical SaaS platforms (Colony Watch).
  • Database Proficiency: Solid experience with PostgreSQL and managing complex data structures across e-commerce systems, meeting the relational database requirement.
  • B2B Workflow Expertise: Successfully architected headless B2B storefronts and custom product configurators that improved measurable business outcomes (30% quote accuracy), showing an understanding of enterprise workflows.
  • Distributed Systems/Microservices: Experience bridging disparate e-commerce systems (WooCommerce, Shopify) with centralized data layers via Hasura suggests familiarity with microservice patterns and system integration.

Where you may struggle

  • AI System Design: The resume does not contain any experience designing or implementing agentic AI workflows, which is a core responsibility of the role.
  • Generative AI/LLMs: There is no mention of working with Large Language Models (LLMs), embeddings, prompt design, or generative AI concepts, making this a significant domain knowledge gap.
  • AI Orchestration Frameworks: The candidate has not demonstrated proficiency with industry-standard AI orchestration tools like LangChain, LangGraph, Semantic Kernel, or AutoGen.
  • Python Backend Focus: While the candidate is proficient in Node.js and Rust, the job specifically requires strong hands-on expertise in Python (Django/Flask/FastAPI) for backend services; this proficiency is not shown.
  • AI Observability: The resume does not detail experience establishing evaluation or monitoring practices specific to measuring AI system quality, latency, or cost efficiency.

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 production-ready AI solutions that combine agentic workflows, scalable backend engineering, and modern web application development. The ideal candidate will bring deep experience across AI system design, API development, cloud-based services, and cross-functional collaboration to deliver reliable, high-impact products. Responsibilities: • Lead full product development efforts from initial architecture through deployment and ongoing enhancement of AI-driven applications. • Design and implement advanced agentic AI systems that support reasoning, planning, memory, tool usage, and multi-step task execution. • Build, test, and maintain scalable backend services and APIs using Python frameworks such as Django, Flask, or FastAPI, or Node.js frameworks such as Express or NestJS. • Create and support RESTful and GraphQL interfaces that connect AI capabilities with web applications, enterprise platforms, and external services. • Develop React-based user interface components and ensure smooth interaction between frontend experiences and backend systems. • Architect microservices and distributed application patterns that improve scalability, resiliency, and maintainability across production environments. • Establish evaluation, observability, and monitoring practices to measure AI system quality, reliability, latency, cost efficiency, and operational health. • Collaborate with product, design, DevOps, data science, and engineering teams to translate business goals into secure, scalable technical solutions. • Drive deployment automation, containerization, troubleshooting, and performance optimization across cloud-hosted applications and AI services. • 7+ years of experience in software engineering, including delivery of production-grade applications and services. • Strong hands-on programming expertise in Python or Node.js, with the ability to build maintainable and well-documented systems. • Experience developing AI-enabled solutions involving large language models, generative AI concepts, embeddings, prompt design, or agent-based workflows. • Proficiency with React and modern frontend integration patterns for data-driven web applications. • Solid understanding of API design, asynchronous programming, microservices, and distributed system architecture. • Experience working with relational and/or NoSQL databases such as PostgreSQL, MySQL, MongoDB, or DynamoDB. • Familiarity with frameworks and tools used for AI orchestration, such as LangChain, LangGraph, Semantic Kernel, AutoGen, or similar technologies. • Strong communication, analytical thinking, and teamwork skills, with the ability to manage competing priorities in a fast-paced environment. 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 building agentic workflows that involve reasoning and multi-step task execution? If so, what was the purpose of the agents?
Have you used any specific LLM orchestration frameworks like LangChain or AutoGen? If so, could you describe a project where you implemented tool usage within an agent?
When building backend services, how comfortable are you developing with Python (specifically FastAPI or Flask) for ML-adjacent tasks, and what was the most complex API endpoint you built in that language?

Timeline

2026-10-18 14:49:25
scored 78: The candidate possesses exceptional full-stack engineering depth, strong experience with high-availability systems, and complex API integrations necessary for a scalable backend role. However, the resume lacks any explicit evidence of working with Large Language Models (LLMs), generative AI concepts, or specific AI orchestration frameworks required by this specialized position.
2026-10-17 21:44:09
found Found via jobspy:linkedin