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Simply copy the prompt text by clicking the 'Copy Prompt' button, then paste it into your AI tool (ChatGPT, Claude, Gemini, etc.). You can customize any variables or placeholders to match your specific needs before submitting.

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This prompt is compatible with all major AI models including ChatGPT (GPT-3.5, GPT-4), Claude (Anthropic), Google Gemini, Perplexity, and other language models. The prompt structure is universal and works across platforms.

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AI/ML

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AI Prompt for

Instructor structured LLM outputs

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Define data structure clearly

Specify JSON format, CSV columns, or data schemas

Mention specific libraries

PyTorch, TensorFlow, Scikit-learn for targeted solutions

Clarify theory vs. production

Specify if you need concepts or deployment-ready code

Pro tip: The more context you provide, the better your results!

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PROMPT

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Get structured data from LLMs with Instructor. Pattern: 1. Define Pydantic models for output. 2. Use instructor.patch() on OpenAI client. 3. LLM returns validated objects. 4. Automatic retry on validation errors. 5. Partial streaming for progressive updates. 6. Union types for multiple formats. 7. Nested models for complex data. 8. Field descriptions guide LLM. Type-safe LLM outputs. Use for data extraction and classification.

Disclaimer: AI models can hallucinate. Please verify this prompt's output before use. PromptsVault AI is not responsible for AI-generated content.

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