TMS LLC
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Hiring | AI Engineer - Agent Evaluation Specialist | C2C/W2 | 14+ Years Experience | Remote

Location
Los Angeles, CA (Remote)
Listed
4 days ago

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.

Read the original posting

From TMS LLC's careers page, first listed on Rolev.ai on November 5, 2026. Rolev.ai is not the employer.

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Common questions

Where is the Hiring | AI Engineer - Agent Evaluation Specialist | C2C/W2 | 14+ Years Experience | Remote job at TMS LLC located?

Yes, this Hiring | AI Engineer - Agent Evaluation Specialist | C2C/W2 | 14+ Years Experience | Remote opening at TMS LLC is listed as Los Angeles, CA (Remote). Always check TMS LLC's application page for specific state eligibility or relocation policies.

How do I apply for the Hiring | AI Engineer - Agent Evaluation Specialist | C2C/W2 | 14+ Years Experience | Remote position at TMS LLC?

This listing links directly to TMS LLC's SmartRecruiters application page. You can apply directly on TMS LLC's site, or use Rolev.ai to check your resume fit, generate a zero-hallucination tailored resume and cover letter for this posting, and autofill the SmartRecruiters application form in 1 click with the Rolev.ai Chrome extension. You always review the form and press Submit yourself.