10 Prompt Engineering Hacks to get 10x Better Results 🎯
Works with ChatGPT, Claude and other Opensource LLMs 💥
In today’s landscape, whether you’re crafting content or tackling real-world challenges, the essence of creativity and innovation is crucial. It's the lifeline that connects your work to its audience, ensuring engagement and impact. But do you feel sometimes that when you are brainstorming with your AI assistant for ideas, it is giving you very generic or repetitive solutions to your problem?
A research by the Wharton School indicates that AI-generated ideas are high in quality but lack diversity of ideas, limiting novelty and the overall quality of the best idea. Traditional AI prompting, when AI is left on its own to think of ideas, tends to generate ideas that are less varied compared to those generated by human groups, a higher Cosine Similarity scores, indicating closer similarity among the ideas.
One of the methods that stands out here is called Chain-of-Thought (CoT) prompting. This approach involves breaking down the brainstorming task into micro-tasks. It turns out that this method not only makes AI’s ideas as diverse as those from human groups but also leads to more unique ideas.
The study also emphasizes how important it is to carefully choose how we prompt AI. Different ways of starting the brainstorming process, like using specific instructions or adopting different personas, can make a big difference in how varied the ideas are.
10 Practical Prompting Strategies 📈
To translate these academic insights into practical tips, we have 10 tips to make your LLM prompts work 10x better, drawing directly from the above findings. These are designed to optimize how you interact with LLMs, ensuring that your prompts yield the most creative, diverse, and valuable responses.
Be Specific in Your Request: Moving from a generic prompt to a more detailed query not only sharpens the focus of the response but also encourages a more nuanced and informative output.
❌ Generic Prompt: “Tell me about Spain.”
✅ Improved Prompt: “Can you provide a summary of Spain's cultural history and its impact on modern European art?”
Include Context or Background: Providing context transforms a simple question into a comprehensive query that anticipates and addresses potential nuances.
❌ Generic Prompt: “How do I fix a leaking tap?”
✅ Improved Prompt: “I have a quarter-turn ceramic disc faucet that's dripping. How can I fix it myself?”
Ask for Examples or Explanations: This approach enriches the response, making abstract concepts tangible and understandable.
❌ Generic Prompt: “Explain machine learning.”
✅ Improved Prompt: “Can you explain machine learning and provide three real-world applications?”
Use Open-Ended Questions for Broader Insights: Encouraging expansive thinking by asking open-ended questions can unearth deeper insights.
❌ Generic Prompt: "What is the capital of France?"
✅ Improved Prompt: "What makes Paris significant beyond being the capital of France?"
Request Step-by-Step Instructions: This hack is about seeking clarity and actionable guidance.
❌ Generic Prompt: “How to bake a cake.”
✅ Improved Prompt: “Can you give me a step-by-step guide to baking a chocolate cake for beginners?”
Specify the Desired Format of Your Answer: Directing the format of the AI's response can greatly enhance its utility and relevance.
❌ Generic Prompt: “Ideas for a garden party.”
✅ Improved Prompt: “Can you list 5 creative themes for a garden party, including decoration and food ideas?”
Incorporate Keywords for Clarity: Keywords act as beacons that guide the AI to focus on the most relevant aspects of a query.
❌ Generic Prompt: “Improve writing skills.”
✅ Improved Prompt: “What are effective strategies to enhance academic writing skills for university students?”
Limit Your Scope: Narrowing the scope of your inquiry helps in obtaining more focused and applicable answers.
❌ Generic Prompt: “Tell me about renewable energy.”
✅ Improved Prompt: “What are the top three renewable energy sources suitable for urban areas, and why?”
Clarify the Purpose of Your Query: Expressing the purpose behind your question can tailor the response to your exact needs.
❌ Generic Prompt: "Information on Python coding."
✅ Improved Prompt: "I'm a beginner in programming looking to automate daily tasks. Can you recommend Python libraries and resources?"
Incorporate a Creative Angle: Injecting creativity into your prompts not only makes the interaction more enjoyable but also pushes the AI to generate more unique and imaginative responses.
❌ Generic Prompt: "Write a story."
✅ Improved Prompt: "Can you write a short story about a time-traveling historian who visits ancient Rome to solve a mystery?"
Applying these research-driven strategies for prompt engineering can significantly enhance the effectiveness of your interactions with AI like ChatGPT, turning it into a more powerful tool for generating ideas, solving problems, and gaining knowledge.
That’s all for today!
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