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TMS LLC

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

Los Angeles, CA, US · Hybrid · Contract

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About the role

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