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Netflix

Senior

Build the Agent SDK and MCP Gateway that Netflix engineers use to ship production AI agents

Design and operate Netflix's foundational agent infrastructure — Model Gateway, Assistance API, MCP Gateway, Agent SDK, and evaluation stack — that every AI agent team at Netflix builds on. This is a platform role spanning agent lifecycle infrastructure, evaluation/observability, and reliability at very high scale.

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What this interview tests

  • Agent lifecycle infrastructure: plan/act/observe loops, tool/MCP integrations
  • LLM agent evaluation, tracing, and observability
  • SDK/API design for internal developer platforms
  • Reliability and guardrails for non-deterministic systems at scale
  • Cross-functional leadership with ML scientists and other AI Platform teams

Common question themes

Design an Agent SDK / MCP Gateway used by many internal teams

Building an evaluation suite that catches agent regressions before production

Debugging a non-deterministic agent failure at scale

Tradeoffs in tool/function calling and MCP integration design

Balancing fast iteration with users against durable platform foundations

Fault-tolerant, observable distributed systems fundamentals

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