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PROMPT ENGINEERING
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Experimenting with Larger Prompts on Cheaper Models
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Now we're talkin. π I have quite a few 1,000-4,000 token prompts currently in use. But aiming to experiment with running cheaper models with bigger prompts that essentially contain a ton of examples. Fine tune without the fine tune.
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Raw Prompting Interface and Recording Options for AI Models
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thanks nick! @swyx we offer both β recording definitely increases reliability, but if you want the raw prompting interface to the model, we offer it it's still very early, but feel free to try it out!
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Guide to Structured JSON Generation for LLMs
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New guide in our AI cookbook: ππ©π§πͺππ©πͺπ§ππ πππ£ππ§ππ©ππ€π£! This technique lets you force your LLM to generate its output as a JSON with specific keys: great for RAG or LLM-judge! Read it here: https://
huggingface.co/learn/cookbook
/structured_generation
β¦ Thank you @stevhliu for your advice! -
Methods to Find and Measure Problematic AI Model Responses
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If you have prod responses reviewing the worst ones usually finds fixable issues; try to find some crude measure of quality (flags or other behavioral indicators from users, or LLM-as-judge) to find cases where the model misunderstands the prompt.
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Using ChatGPT to Develop a Risk Management Plan
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10. Risk Management Plan Prompt: "ChatGPT, help me develop a comprehensive risk management plan for [Your Business] to mitigate potential threats."
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Using ChatGPT to Apply the Theory of Constraints in Business
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9. The Theory of Constraints
Prompt: "ChatGPT, apply the Theory of Constraints to identify and address the biggest bottleneck in my [Business/Project]." -
Using ChatGPT for Growth Hacking Strategies
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8. Growth Hacking Strategies
— God of Prompt (@godofprompt) 22 mai 2024
Prompt:
"ChatGPT, suggest some growth hacking strategies to rapidly expand my customer base for [Your Product/Service]." pic.twitter.com/IgzASW8gf38. Growth Hacking Strategies Prompt: "ChatGPT, suggest some growth hacking strategies to rapidly expand my customer base for [Your Product/Service]."
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Using ChatGPT to Fill Out a Business Model Canvas
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7. Business Model Canvas
— God of Prompt (@godofprompt) 22 mai 2024
Prompt:
"ChatGPT, guide me through filling out a Business Model Canvas for [Your Business] to clarify and refine my business model." pic.twitter.com/6mlS3VZi7Q7. Business Model Canvas Prompt: "ChatGPT, guide me through filling out a Business Model Canvas for [Your Business] to clarify and refine my business model."
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Using ChatGPT for Customer Journey Mapping
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6. Customer Journey Mapping
— God of Prompt (@godofprompt) 22 mai 2024
Prompt:
"ChatGPT, help me create a customer journey map for [Your Product/Service] to improve user experience and satisfaction." pic.twitter.com/JVerqvEgUv6. Customer Journey Mapping Prompt: "ChatGPT, help me create a customer journey map for [Your Product/Service] to improve user experience and satisfaction."