platform

Case Study

Case Study: One MCP Server, Three AI Clients

How an internal platform team wrapped their admin API as an MCP server — Claude Desktop, Cursor, and a custom support bot shared the same tools.

Interview

Design a routing layer that picks the right LLM per request to minimize cost while meeting quality SLAs.

Tests pragmatic platform design — frontier models on every request doesn't scale; routing is how teams ship profitably.

Interview

Design an internal platform for running LLM evals at scale.

Tests AI infrastructure thinking — increasingly relevant as companies build AI platforms.

Interview

Design rate limiting for an LLM API gateway serving thousands of developers.

Tests platform engineering — LLM gateways need token-aware limits, fairness, and cost control, not just requests-per-second.