Rowan Cheung Profile picture
Dec 17, 2023 15 tweets 5 min read Read on X
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

Aug 26
I've been sleeping on Apple Shortcut Automations.

So, I asked my community for their top automations that actually improved their lives.

Here's the top 15 life hacks from the thread:
1/

Record voice memos, email them to yourself, then use an AI agent platform (Gumloop, n8n, or Lindy) to turn them into long-form articles
Image
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2/

Show recently added contacts in reverse chronological order to not forget the new people you've just met
Image
Read 17 tweets
Jul 16
Perplexity Comet is not like other agents

I’ve been testing it all week, and it’s starting to actually *stick*

Having in-page data context and plugging it directly into tabs makes it so much easier to add to my workflow

An honest review with a few use cases (and caveats):
First, the caveats:

- It's still early, and struggles with longer workflows
- Most data is retained by Perplexity (privacy concern)
- Only available to Max users ($200/mo) or free with an invitation code (we just dropped 500 codes in The Rundown University)
USE CASE 1: Email and Calendar management

With the Google Cal and Gmail integrations, it can summarize emails, schedule meetings, and manager calendar events directly from the browser

It's weird that Google hasn't done this yet
Read 9 tweets
Jun 23
AI NEWS: Meta just teamed up with Oakley to expand its family of AI smart glasses.

Plus, more news from Mistral, Moonshot AI, MiniMax, Anthropic, and xAI.

Here's everything you need to know:
Meta launched new performance-focused AI smart glasses with Oakley. Key features include:

—Upgraded camera with up to 3K videos
—2x battery, up to 8 hours of usage & 19 hrs on standby
—PRIZM Lens tech to amplify contrast across changing light and weather
Mistral released Mistral Small 3.2-24B, a minor update for the Small-3.1 model, with:

—Enhanced instruction following capabilities
—More robust function calling
—Fewer infinite generations or repetitive answers
Image
Read 9 tweets
Jun 18
AI NEWS: Sam Altman just revealed Meta is offering "$100M signing bonuses" to poach talent from OpenAI.

Plus, more news from Google, Baidu, MiniMax, Proactor, Krea, and Intelligent Internet.

Here's everything you need to know:
Sam Altman cooked Meta on his brother's podcast. Key takeaways:

— Meta’s offering $100K bonus to poach OAI talent
— None of OAI’s best have taken the offers
— OAI has a better shot at AGI, will eventually be more valuable
— Meta isn't great at innovation
Google just launched Gemini 2.5 Pro and Flash models in general availability

The co also started rolling out a hyper-efficient Flash-Lite model (in preview)

All three feature adjustable "thinking" with Flash-Lite defaulting to thinking off for max speed
Read 10 tweets
Jun 16
AI NEWS: China's Tencent just dropped an AI that generates 3D assets with cinematic quality.

Plus, more news from OpenAI, ElevenLabs, Flowstep, The Alan Turing Institute, and Beijing Academy of Artificial Intelligence.

Here's everything you need to know:
Tencent released Hunyuan 3D 2.1, an open-source model for generating 3D assets, including PBR materials

It can synthesize objects with cinematic textures and realism while covering their light interactions

Fully open-source with model weights and code
OpenAI dropped a few notable ChatGPT updates, including:

—Downloads for Canvas docs and code, including as PDF, docx, or markdown
—A new Projects experience with deep research, voice mode, file uploads via mobile, and improved memory to reference chats
Image
Read 9 tweets
Jun 10
AI NEWS: Apple kicked off WWDC 2025 with a major UI revamp — but was pretty light on Apple Intelligence

Plus, more news from Google DeepMind, OpenAI, Microsoft, Manus, and Skywork AI.

Here's everything you need to know:
At WWDC 2025, Apple showed off only a handful of AI upgrades, including:

—New Live translation for FaceTime, Messages, and calls
—Visual intelligence via screenshots
—AI-powered intelligent actions in Shortcuts
—AI "Workout Buddy" on Apple Watch
Google DeepMind and the UK govt just dropped "Extract," a Gemini-powered tool to expedite infrastructure and housing decisions

It uses multimodal reasoning to turn complex planning docs – including handwritten notes – into digital data in just 40 seconds
Read 9 tweets

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