





Niche LLM/agent skillset and unknown employer reduce applicant density.
Specialized agent and LLM expertise is transferable, but forward-deployed customer context raises sensitivity.
Requires specific LLM/agent production experience and shipping software but lacks explicit years requirement.
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Design and deploy AI agents capable of executing multi-step workflows reliably at scale.
Develop and maintain tools for operating, debugging, and controlling AI agents, including validation and manual intervention systems.
Work directly with customers to implement AI solutions in production environments and iterate based on real-world constraints.
Experience building agents, workflows, or complex automation systems.
Hands-on experience shipping production software.
Familiarity with large language model (LLM) behavior, limitations, and failure modes.
Work Experience Required: Not explicitly mentioned in the JD.
Comfortable with systems thinking and managing ambiguity in AI system design and deployment.
Experience with JavaScript and building simple user interfaces (HTML/CSS) as part of AI tools development.
Able to engage directly with customers to embed AI solutions in production and iterate quickly based on feedback.