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Learn how Ollama API Key Proxy solves cloud LLM rate limiting through reverse proxy with round-robin key rotation, 429 auto-cooldown, and smart retry logic.

API Mock is fast but misses bugs; Sandbox is realistic but costly. This article analyzes their core differences and provides a layered testing strategy for building reliable Agent test systems.