Senior Agentic AI Engineer - Production-Grade Systems

Recruits Lab; United States; On-site; USD 140,000 - 200,000; Full time

Job summary

Recruits Lab is partnering with a high-growth technology company to build a large-scale agentic AI engineering organization. This hands-on role focuses on shipping production AI systems that reason, plan, remember, and orchestrate tools, with strong emphasis on reliability and observability.

You will design multi-step workflows, integrate with enterprise APIs and databases, and contribute to standards that ensure safe, scalable deployments.

Qualifications

• 4–8+ years of software engineering experience.
• Hands-on production AI/ML or LLM-based systems.
• Experience with agentic AI, not just prompt engineering.
• Experience with frameworks such as LangGraph, LangChain, AutoGen, LlamaIndex.
• Experience with tool/function calling, agent orchestration, memory, RAG, and structured outputs.
• Strong understanding of LLM evaluation, observability, reliability, and production monitoring.
• Experience integrating AI systems with APIs and enterprise applications.
• Strong software engineering fundamentals, system design, and debugging ability.

Responsibilities

• Build and deploy production-grade agentic AI systems.
• Design multi-step workflows involving reasoning, planning, memory, and tool use.
• Integrate agents with enterprise systems, APIs, databases, and internal platforms.
• Improve reliability, latency, evaluation, monitoring, and failure recovery.
• Build RAG and retrieval systems where appropriate.
• Develop evaluation frameworks for agent quality and task completion.
• Debug complex LLM and tool‑orchestration failures.
• Collaborate with product and engineering teams to move AI systems from prototype to production.
• Help establish engineering standards and best practices for agentic systems.

Skills

Agentic AI

Production AI/ML systems

LLM frameworks

Tool calling & orchestration

Memory & RAG

Observability & reliability

APIs & enterprise integration

Debugging & system design

Strong English communication

Tools

LangGraph

LangChain

AutoGen

LlamaIndex

Job description

Recruits Lab is partnering with a high-growth technology company to build a large-scale agentic AI engineering organization. This hands-on role focuses on shipping production AI systems that reason, plan, remember, and orchestrate tools, with strong emphasis on reliability and observability.

You will design multi-step workflows, integrate with enterprise APIs and databases, and contribute to standards that ensure safe, scalable deployments.