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Coinbase

Staff

Staff Engineer owning Coinbase's company-wide LLM Gateway and agent runtime platform

Coinbase is hiring a Staff Software Engineer for its AI Platform team to own the architecture of the company's single path to LLMs — the LLM Gateway (60+ models), agent runtime with microVM sandboxes and governed MCP gateway, Knowledge Base infrastructure, and AI FinOps spend governance. This is a multi-quarter, org-wide platform ownership role requiring deep LLM/agent infrastructure expertise plus Python and a systems language.

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What this interview tests

  • LLM gateway architecture: multi-model routing, auth, PII redaction, fallbacks, cost optimization
  • Agent runtime infrastructure: microVM sandboxing, governed MCP gateway
  • Knowledge base / vector database infrastructure design
  • AI FinOps: spend attribution and cost governance across AI workloads
  • Evaluation and observability: LLM-as-judge, tracing, feedback loops
  • Leading multi-quarter, Staff-level initiatives cross-functionally with security/legal/finance

Common question themes

Design an LLM gateway that routes across 60+ models with fallback and cost controls

How would you build a governed MCP gateway for agent tool access with security in the loop

Tell me about leading a multi-quarter platform initiative end-to-end

How do you approach cost attribution/FinOps for shared AI infrastructure

Describe an LLM-as-judge or agent evaluation system you've built

How have you partnered with security/legal teams to ship a production-grade AI system

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