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Artificial Intelligence Easy Theory

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What are guardrails in AI applications?

Guardrails are checks and controls around the model that reduce unsafe, low-quality, or out-of-policy behavior.

• Can run before or after model output
• Includes validation and policy checks
• Works with human review when needed

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What are guardrails in AI applications?

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What is hallucination in generative AI?

A hallucination is a confident-looking model output that is unsupported, fabricated, or wrong.

• Looks fluent but is false
• RAG can reduce it but not eliminate it
• Verification still matters

#ai #llms #safety

What is hallucination in generative AI?

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Artificial Intelligence Easy Theory

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Why do AI applications need human-in-the-loop workflows?

Human-in-the-loop design adds review or approval where model mistakes would be costly, risky, or hard to reverse.

• Use for high-impact actions
• Humans handle ambiguity and accountability
• Not every flow needs it

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Why do AI applications need human-in-the-loop workflows?

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