What do we fundamentally misunderstand about AI? Great demos, mediocre production systems

Conscious_Belt_8444 · reddit · 2026-09-03

A veteran software practitioner asks: why do so many good AI demos turn into mediocre production systems?

His take: teams jump straight into RAG, agents, fine-tuning, and vector DBs, then six months later discover the costly problems are the boring ones — bad data, poor evaluation, unclear requirements, no ownership of output, and models confidently doing the wrong thing.

He's looking for real production war stories, not textbook answers.

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