SMRTR AIMay 12, 2026Hacker Noon

Our First Mistake Was Treating LLMs Like APIs

SMRTR summary

Treating AI language models like simple APIs works fine at first but breaks down at scale, leading to high costs, slow responses, and unpredictable outputs. Adding three layers — smart request routing, response caching, and performance monitoring — cut model costs by 50-60% and improved response speeds by 30-40% for repeated requests.

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