<ul><li>Generative AI models can create high-quality content but may also produce inaccurate or nonsensical outputs known as AI hallucinations, impacting reliability.</li><li>AI hallucinations are caused by factors like lack of real-world knowledge, bias in training data, overfitting, uncertainty, and probabilistic nature of models.</li><li>To address AI hallucinations, Genkit-AI emphasizes structured outputs using schemas, guiding models to generate data that adheres to predefined formats.</li><li>Genkit-AI example in Node.js showcases how specifying schemas for output fields ensures the generated data conforms to expected structures, enhancing data integrity.</li></ul>

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