AI Engineer, Agents & Search

Posted 3 Days Ago
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11 Locations
Remote
170K-230K Annually
Entry level
HR Tech • Other • Professional Services
The Role
Build and operate production LLM agents, orchestration layers, tool-calling systems, retrieval pipelines, asynchronous workflows, and evaluation frameworks. Improve agent reliability, retrieval quality, latency, cost, and observability through production investigation and experimentation. The role requires strong backend engineering, experience with RAG and search systems, durable workflow design, and the ability to explain architectural decisions and trade-offs.
Summary Generated by Built In

Employment: Full-time, direct hire
Location: Remote — United States or Latin America
US compensation: $170,000–$230,000+ annual base, depending on experience and scope. Flexibility toward the higher end for the right staff-level engineer.
LATAM compensation: A separate, lower regional range applies and will be discussed during the recruiting process.

About our Client

Our client builds AI-powered software for healthcare staffing. Its platform helps recruiters find healthcare providers, personalize outreach, manage ongoing conversations, and connect interested providers with relevant opportunities.

About the role

Our client is looking for an AI Engineer to build and operate production agent systems, with a focus on agent orchestration, search, retrieval, and evaluation.

You’ll develop the backend systems that allow agents to use tools, retrieve relevant information, maintain state, and complete workflows reliably. You should be comfortable taking systems from implementation through production operation and using repeatable evaluations to determine whether changes actually improve results.

What you’ll do
  • Build and improve production LLM agents and the orchestration layer that controls their execution.

  • Design tool-calling systems, including tool interfaces, validation, error handling, and recovery.

  • Develop retrieval pipelines combining structured filters, keyword search, embeddings, and reranking.

  • Build repeatable evaluations and experiments to measure agent behavior, retrieval quality, and regressions.

  • Implement durable, asynchronous workflows that handle retries, interruptions, and long-running tasks.

  • Investigate production failures and improve reliability, latency, cost, and observability.

  • Apply strong backend engineering practices to AI features used in real recruiting workflows.

What we’re looking for
  • Hands-on experience building, deploying, and operating LLM agent systems used in production.

  • Strong backend engineering fundamentals, with TypeScript experience or proficiency in an equivalent backend language.

  • Practical experience designing agent orchestration or harnesses, including execution control, state management, and tool use.

  • Experience with RAG or search systems and an understanding of how filtering, keyword retrieval, embeddings, and reranking work together.

  • Experience building repeatable evaluations, comparing approaches, and identifying meaningful improvements.

  • Experience with asynchronous processing and reliable workflows.

  • Ability to explain architectural decisions, production failures, and the trade-offs behind your solutions.

Nice to have
  • Experience in healthcare, staffing, recruiting technology, or related workflows.

  • Staff-level technical ownership across architecture, delivery, and production operation.

  • Experience improving both retrieval quality and downstream agent task completion.

Interview process

Resume review → G2i video screen for external applicants → direct technical fit review by Fetch → interviews focused on production agent systems, orchestration, tooling, and evaluation.

Target start: Before December.

Skills Required

  • Hands-on experience building, deploying, and operating production LLM agent systems
  • Strong backend engineering fundamentals
  • TypeScript experience or proficiency in an equivalent backend language
  • Experience designing agent orchestration or harnesses, including execution control, state management, and tool use
  • Experience with RAG or search systems, including filtering, keyword retrieval, embeddings, and reranking
  • Experience building repeatable evaluations and comparing approaches
  • Experience with asynchronous processing and reliable workflows
  • Ability to explain architectural decisions, production failures, and solution trade-offs
  • Experience in healthcare, staffing, recruiting technology, or related workflows
  • Staff-level technical ownership across architecture, delivery, and production operation
  • Experience improving retrieval quality and downstream agent task completion
Am I A Good Fit?
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The Company
HQ: Delray Beach, Florida
201 Employees
Year Founded: 2016

What We Do

G2i is a hiring community connecting remote developers with world-class engineering teams. Our unique approach combines rigorous technical assessments with a solid commitment to developer health, ensuring companies get skilled developers who are supported, valued, and ready to execute from day one. Our transparent vetting process includes in-depth, performance-ranked developer profiles, recorded technical interviews, and soft-skills assessments. Whether you're working on a short-term project or burning down a backlog, G2i connects you with a community of pre-vetted developers. Planning to hire ten or more engineers? We create a Custom Talent Pipeline, allowing for specific customizations in sourcing, assessment criteria, technical interview questions, and integration with your existing HR systems and processes. G2i partners with clients who support the developer health mission—matching developers with environments that improve their health, support recovery from burnout, and enable professional growth through restful work. Is your team overworked or understaffed? Contact us today to learn how G2i can help you. More information about our mission and commitment to developers and clients can be found at https://g2i.co or follow us on X @g2i_co

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