← ALL TIPSAI & Future TechDAY 364

Separate AI Experiments from Production

The takeaway

Sandbox new AI tools away from real data and live systems until proven.

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The rush to adopt AI tempts teams to wire experimental models straight into production data and workflows before anyone understands their failure modes. Keeping AI experiments in a sandbox — away from real data and live systems — contains the surprises until the tool has earned production trust.

“Prove the AI in a sandbox before you trust it with the real thing.”

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