Rowan Cheung Profile picture
Dec 17 15 tweets 5 min read Twitter logo Read on Twitter
OpenAI released their own Prompt Engineering Guide.

The guide is useful for anyone trying to maximize LLMs. I'd recommend it.

Here's the 6 strategies they outline for getting better results from GPT-4:
1. Write clear instructions. Image
Example: Specify the desired length of the output.

Prompt:
Summarize the text delimited by triple quotes in about 50 words.

"insert text here" Image
2. Provide reference text Image
Example: Instruct the model to answer using reference text.

Prompt:
<insert articles, each delimited by triple quotes>

Question: <insert question here> Image
3. Split complex tasks into simpler subtasks Image
Example: Summarize long documents piecewise and construct a full summary recursively.

I have very long, advanced prompt that helps anyone achieve this. I'm giving it away in my Advanced ChatGPT guide to new subscribers of my newsletter right now: therundown.ai/subscribe
Image
4. Give the model time to "think" Image
Example: Instruct the model to work out its own solution before rushing to a conclusion. Image
5. Use external tools Image
Example: Use code execution to perform more accurate calculations or call external APIs. Image
6. Test changes systematically Image
Example: Evaluate model outputs with reference to gold-standard answers. Image
If you liked OpenAI's prompt guide, you'll probably find the Advanced ChatGPT guide useful.

-1000+ best ChatGPT prompts
-100+ AI tools
-25+ AI tool workflows

I'm auto-sending it free to new sign ups for my AI newsletter right now: therundown.ai/subscribe
Here's the link to the full prompt guide by OpenAI to read more:

Follow me @rowancheung for more AI tutorials.

If you found this useful, feel spare me a like/retweet/comment to support my content 👇 platform.openai.com/docs/guides/pr…

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More from @rowancheung

Dec 19
Huge developments in the world of AI today.

Announcements from OpenAI, Imran Khan, AI girlfriend startup 'Digi', Google Chrome, Grimes, ByteDance, a new AI study, Deloitte, DeepMind AI, and 9 new AI tools.

Here's everything you need to know:
OpenAI just published a new safety preparedness framework for managing AI.

The framework includes granting the (newly reconstructed) board power to reverse executive decisions on releasing concerning AI models.
Jailed opposition leader Imran Khan just used AI to virtually campaign for Pakistan's election.

His party used AI text-to-speech to mimic Khan's voice.

The message was part of a “virtual rally” on social media, utilizing ElevenLabs’ AI for the clone.
Read 12 tweets
Dec 18
Microsoft quietly released a way to use DALL-E 3 directly on your phone keyboard.

It's completely free.

My favorite AI tools are ones that seamlessly integrate into things I already use, and this is a PERFECT example.

Here's a tutorial on how to do it on iOS & Android:
Firstly, a big shoutout to @itsPaulAi for sharing this with me first.

I shared this workflow in my newsletter last Wednesday and got an overwhelming amount of support, so I thought it was a must-share here on X.

Link: therundown.ai/p/chatgpt-catc…
@itsPaulAi Step 1: Download the Microsoft Swiftkey Keyboard.

iOS link:
Android link: apps.apple.com/us/app/microso…
play.google.com/store/apps/det…
Image
Read 8 tweets
Dec 18
More 'leaks' of a new GPT-4.5 model in ChatGPT have come out.

The increased performance in the past 48 hours has made the speculation go rampant on X over the weekend.

Here's EVERYTHING you need to know to get caught up to speed:
The GPT 4.5 speculation started on Thursday with a ‘leaked‘ image showing a new GPT-4.5 model with new advanced multimodal capabilities and new pricing.

However, Sam Altman commented "nah" when asked if the rumors were true.

But there's more to the story...
Image
Image
Despite Altman’s comments, anonymous OpenAI leakers said the CEO was just ‘trolling.‘ Image
Read 9 tweets
Dec 15
Instagram just launched a new AI-powered image generator!

Plus huge developments in AI with Sam Altman speaking on AGI, GPT 4.5 rumors, Alibaba, OpenAI, Resemble AI, and 10 new AI tools.

Here's everything you need to know:
Instagram introduced its generative AI-powered image generation editing tool to U.S.-based users.

The tool allows you to replace a background of an image into whatever AI generated image you'd like.

Example prompts include “On a red carpet,” and “Being chased by dinosaurs”.
Sam Altman just gave a candid interview after being named TIME's CEO of the Year.

He believes AGI will “be the most powerful technology humanity has yet invented”.

Despite the risks, Sam sounds confident that AGI and will change the world for the better.
Read 9 tweets
Dec 14
AI x Robotics is developing shockingly fast.

The robots we used to watch in movies are becoming a reality.

Here are 17 real demos that look straight out of a sci-fi movie:
1. Tesla's newly introduced Optimus Gen-2 robot.
2. Boston Dynamics Atlas' insane coordination and agility.
Read 20 tweets
Dec 14
Huge developments in the world of AI today.

News from Google DeepMind, Stability AI, OpenAI, Grok, ChatGPT, and 10 new AI tools.

Here's everything you need to know:
Google DeepMind just made the new Gemini Pro model available for developers to build via Google AI Studio.

Notably, it offers generous rate limits for free, with paid plans coming —  but Gemini Pro API costs come in higher than GPT 3.5.
Alongside the release of Google AI Studio, Google DeepMind also revealed Imagen 2.

The model boasts as DeepMind's most advanced text-to-image diffusion technology yet.

Imagen 2 also enables image editing capabilities like ‘inpainting’ and ‘outpainting’.
Read 9 tweets

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