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ARTICLE27

The AI Engineer's Toolkit: Building a Production-Ready Mocking Layer

DEV.to AIΒ·April 13, 2026

This content highlights the critical need for a robust mocking strategy in AI development to overcome challenges like LLM latency, rate limits, and costs during testing and CI/CD. It proposes building a programmable, multi-purpose mocking layer from scratch to ensure reliable and testable AI features.

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