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Stop Shipping Brittle AI: Scaling Models from Research to Production Serving

This story is from 2026-09-11. It is preserved in the archive; the latest stories are on the live feed.

After years building and deploying complex AI systems, I've seen a recurring, frustrating pattern: a brilliant AI model, dazzling in the research lab, completely collapses when faced with real-world production traffic. The truth is, building a groundbreaking AI algorithm is only half the battle. Th…

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  1. 2026-09-11 03:33 · DEV Community — AI
    Stop Shipping Brittle AI: Scaling Models from Research to Production Serving

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