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Why Developers Are Losing Their Minds Over AI That Can't Write

AI News & Strategy Daily | Nate B Jones — Sep 21, 2026 — talk

Why watch

This video explores Jev, a lightweight AI classifier from TypeSafe that makes decisions rather than generating text. It explains why developers are adopting this classification-first approach for cost savings, four architectural patterns for integrating classifiers into existing software, and where traditional LLMs are still necessary. Targeted at software developers and architects building AI-powered applications who want to optimize their AI infrastructure costs.