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Hiring | AI Engineer – Agent Evaluation Specialist | C2C/W2 | 14+ Years Experience | Remote

Role overview

Summary

This role focuses on evaluating LLM-powered agents to ensure their response quality and reliability. You will work closely with Business Analysts and stakeholders to develop benchmarks and monitor agent performance, contributing to the overall effectiveness of AI solutions.

Qualifications

  • Hands-on experience designing and implementing LLM-based evaluation frameworks.
  • Experience collaborating with stakeholders to create and validate golden datasets.
  • Practical experience using Langfuse for AI agent instrumentation.
  • Strong understanding of end-to-end agent evaluation processes.
  • Demonstrated implementation experience with agent evaluation frameworks.

Responsibilities

  • Evaluate LLM-powered agents using established frameworks.
  • Collaborate with Business Analysts to develop and maintain golden datasets.
  • Instrument AI agents with Langfuse for performance monitoring and troubleshooting.
  • Assess agent response quality, accuracy, relevance, and reliability.

Key facts

Hard skills

About the company

TMS logo

TMS

  • IT Services & Consulting
  • 51–200
"TMS, LLC., otherwise known as Technology Management Solutions, is a renowned IT company that excels in digital product engineering and development. We possess a distinct specialization in next-generation technologies like Artificial Intelligence (AI), Machine Learning (ML), the Internet of Things (IoT), and Smart Devices and Products. At TMS, we deliver excellence wrapped in innovation, providing exceptional solutions to our clientele. Our business model incorporates both onsite and offshore development and support to furnish comprehensive, tailored services that address our clients' multifaceted needs. We work with clients from conception to commercialization, covering all stages of the software product life cycle. Our organizational philosophy can be distilled into three essential tenets: Qualification, Reliability, and Viability. This reflects our commitment to stay highly qualified in our field, deliver dependable services, and provide viable solutions that directly contribute to our clients' triumphs. Located in New Jersey, we operate across various sectors, including Financial Services, Retail, Medical, Entertainment, Manufacturing, and Automotive. With our extensive industry knowledge and global footprint, we are positioned to offer top-tier, transformative solutions. Engage TMS as your trusted digital product engineering partner and embark on a journey of innovation and success. Reach out to us today to understand how we can bring your ideas into reality, enhancing your business growth and customer satisfaction."

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Job description

Job Description

Role: AI Engineer – Agent Evaluation Specialist

Location: Los Angeles, CA (Hybrid)

Duration: 3+ Months (Possible Extension)

Primary Focus: Hands-on Agent Evaluation

Specialisation: Agentic AI, AWS Bedrock AgentCore, Claude Agent SDK, Langfuse, AI Observability & Evaluation

We are looking for an AI Engineer with strong, practical experience in evaluating LLM-powered agents, rather than someone focused primarily on building or developing agents.

Key Requirements (Must-Have):

  • LLM-as-a-Judge: Hands-on experience designing, implementing, and running LLM-based evaluation frameworks to assess agent response quality, accuracy, relevance, and reliability.
  • Golden Dataset Development: Experience collaborating with Business Analysts and stakeholders to create, validate, and maintain golden datasets that serve as benchmarks for agent evaluation.
  • Langfuse: Practical experience instrumenting AI agents using Langfuse, including tracing agent execution, capturing evaluation scores, monitoring performance, and troubleshooting failures.
  • Agent Evaluation: Strong understanding of end-to-end agent evaluation, including testing agent behavior, tool usage, reasoning workflows, and response quality.

Critical Screening Criteria:

Candidates must demonstrate actual implementation experience with agent evaluation frameworks, not just theoretical knowledge or general GenAI/LLM development.

Agent evaluation is the core requirement and will be the primary selection criterion.

Additional Information

All your information will be kept confidential according to EEO guidelines.

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