avatarTristan Wolff

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Abstract

-88800f242137"> <div> <div> <h2>From “Zero-Shot” To “Chain Of Thought”: Prompt Engineering & Choosing The Right Prompt Types…</h2> <div><h3>How to Craft Prompts for Maximum Effectiveness</h3></div> <div><p>medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*eUzntJR-mWMdsihJ.png)"></div> </div> </div> </a> </div><h1 id="d428">Prompt Engineering Tools</h1><p id="b6b8">Take this little tool for example, it lets you create your custom GPT-3 tools on the spot:</p><div id="4c63" class="link-block"> <a href="https://www.toolbot.ai"> <div> <div> <h2>ToolBot</h2> <div><h3>Generate any GPT-3 tool</h3></div> <div><p>www.toolbot.ai</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*UVWQa63A_RmnBamq)"></div> </div> </div> </a> </div><p id="1b83">More prompt engineering tools can be found here:</p><div id="40e6" class="link-block"> <a href="https://readmedium.com/10-amazing-resources-for-prompt-engineering-chatgpt-and-gpt-3-ad84dd26bfc7"> <div> <div> <h2>10 Amazing Resources For Prompt Engineering, ChatGPT, and GPT-3</h2> <div><h3>Learn Everything About Prompts & Prompt Engineering</h3></div> <div><p>medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*ffhQ8TzFxMg93udK.png)"></div> </div> </div> </a> </div><h1 id="432e">Let chatGPT create another chatGPT</h1><p id="bf1e">I asked chatGPT what would be the simplest way to build my own instance of it with just HTML & Javascript and this is what I was told I would need:</p><ul><li>a browser & a text editor</li><li>28 lines of Javascript</li></ul><p i

Options

d="d0e0">Here’s how it’s done:</p><div id="e6e8" class="link-block"> <a href="https://readmedium.com/how-to-create-your-own-custom-ai-chatbot-with-a-text-editor-28-lines-of-javascript-29563510a740"> <div> <div> <h2>How to create your own custom AI Chatbot with a text editor & 28 lines of Javascript</h2> <div><h3>Your custom GPT-3 chatbot, quick & dirty, in under 10 minutes</h3></div> <div><p>medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/1*7CsjhQW-FX_QZFL3dMHasw.png)"></div> </div> </div> </a> </div><h1 id="88ac">Elicit Reasoning with “Chain Of Thought” Prompts</h1><p id="dadc">AI text generation has its limitations when it comes to complex reasoning. For example, a math question:</p><figure id="06ec"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*zxsuu5oI5lDbGlYPjAtb9A.png"><figcaption></figcaption></figure><p id="a860">Wrong.</p><p id="36b0">But by using what is called<b> “Chain Of Thought” prompting</b>, we can <b>give the AI a guideline for its “reasoning”</b>, which leads to much better results:</p><figure id="b5ce"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*Nl_tMFbn-VpYAhiwkDWfYA.png"><figcaption></figcaption></figure><p id="b05c">We change the question and the answer is still correct:</p><figure id="2a70"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*YP1aAhlzHHL46RCF6y5mBw.png"><figcaption></figcaption></figure><p id="6694">So the formula for this prompt is this:</p><ol><li>) Example question</li><li>) Example answer in which we describe how the answer can be found (“chain of thought”)</li><li>) New question</li></ol><p id="ecfd">I hope the above tools are useful to you! Feel free to reach out if you are having any issues accessing/using them, I’ll try to help.</p><p id="7e19">Thanks for reading! 🙏</p><figure id="daf2"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*BorIHJSImfqgF2XjA6vACQ.gif"><figcaption></figcaption></figure></article></body>

Next Level ChatGPT: Five Amazing Things You Should Try For Yourself!

Step Up Your AI & GPT-3 Game With These 5 Amazing Techniques

Images by your author & Midjourney

Making Music with GPT-3

Interestingly you can fine-tune GPT-3 to act as a drum machine:

You can prompt GPT-3 to create drum tracks (or any other music you manage to encode in text form) and even alter them according to your prompts.

Role Prompting

Sometimes AI text results feel trivial, vague or not fitting the style we expected the text to be written in. In this case “Role Prompting” will often help.

The idea is to give the AI a context for its answers by assigning it a specific role. Based on this role, it can recognize the content and style of the answers it is looking for:

Here you can find more about this method and other prompt types:

Prompt Engineering Tools

Take this little tool for example, it lets you create your custom GPT-3 tools on the spot:

More prompt engineering tools can be found here:

Let chatGPT create another chatGPT

I asked chatGPT what would be the simplest way to build my own instance of it with just HTML & Javascript and this is what I was told I would need:

  • a browser & a text editor
  • 28 lines of Javascript

Here’s how it’s done:

Elicit Reasoning with “Chain Of Thought” Prompts

AI text generation has its limitations when it comes to complex reasoning. For example, a math question:

Wrong.

But by using what is called “Chain Of Thought” prompting, we can give the AI a guideline for its “reasoning”, which leads to much better results:

We change the question and the answer is still correct:

So the formula for this prompt is this:

  1. ) Example question
  2. ) Example answer in which we describe how the answer can be found (“chain of thought”)
  3. ) New question

I hope the above tools are useful to you! Feel free to reach out if you are having any issues accessing/using them, I’ll try to help.

Thanks for reading! 🙏

Artificial Intelligence
Technology
Innovation
ChatGPT
AI
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