QA Engineer building evaluation infrastructure for Nexxa’s autonomous AI agents in heavy industries. Testing reasoning, tool use, safety, and reliability across industrial workflows.
Responsibilities
Own quality for Nexxa's AI agent systems used in industrial environments
Design and build evaluation harnesses and regression suites for LLM-based agents
Develop golden datasets and labeled test sets covering edge cases, ambiguous inputs, and adversarial prompts
Define and track quality metrics including groundedness, hallucination rate, task success rate, latency/cost tradeoffs, and safety violations
Build automated evaluation pipelines for model, prompt, and tool-integration changes and integrate them into CI/CD
Conduct structured red-teaming and adversarial testing, including prompt injection, jailbreaks, tool misuse, and unsafe actions
Test the full agent action loop: planning, tool selection, tool execution, error recovery, and final output
Investigate and triage failures involving models, prompts, tools/APIs, or orchestration logic
Partner with ML and backend engineers to produce actionable, reproducible bug reports
Establish quality bars and sign-off criteria for new agent capabilities
Mentor engineers on testing strategies for probabilistic, LLM-driven systems
Advocate for testability and observability in agent architecture
Collaborate with ML engineers, backend engineers, and Forward Deployed Engineers
Requirements
5+ years in QA/SDET roles, with demonstrated ownership of test strategy for complex systems
Hands-on experience testing LLM-based products, chatbots, or AI agents
Practical experience with eval frameworks or tooling such as promptfoo, DeepEval, RAGAS, or LangSmith, or a track record of building your own
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