Why AI Must Be Tested in the Real Environment
This story is from 2026-09-25. It is preserved in the archive; the latest stories are on the live feed.
AI that works in a pilot fails in the real environment because the pilot removed the four things that decide the outcome: messy real data, enforced permissions, restricted networks and ordinary staff. Put those back and most systems struggle. Evaluate on representative files, under real identities,…
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- 2026-09-25 20:01 · DEV Community — AI
Why AI Must Be Tested in the Real Environment