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System design: AI coding agent platform for 1,000 engineers (EXPLAINED)

Scenario BasedAI AgentsHard25 min read

System design: AI coding agent platform for 1,000 engineers
AI Agents · Enterprise AI

TL;DR — Quick Answer

Centralize identity + policy, run agents in ephemeral sandboxes, expose tools via an MCP gateway, store org context in versioned repos + retrieval, meter cost per team, and audit every tool call.

The Interview Question

Design an internal AI coding agent platform for 1,000 engineers. Cover identity, sandboxes, MCP tool gateway, context stores, cost controls, and auditability.

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