1/ A long-term thread on useful blog posts, books, videos, and materials to go beyond the popular early AI courses/videos that exist.

Q: What comes next after you've written GPT-2 from scratch? What is interesting to read about to keep your motivation high?

This 👇 2/ Bonus material from Sebastian's book. Specifically going line by line and understanding how to convert GPT-2 to Llama 3.2:

Learn RoPE, intuition around RMS, SilU, grouped-query to modernize your understanding of LLMs: github.com/rasbt/LLMs-fro…

1/ I am excited to announce the new Playground: Design graphics like a Pro. You can make T-shirts, Logos, Social Media Posts, and even invent new kinds of memes.

Powered by our next image foundation model Playground v3 (beta).

Go to playground.\com. No wait list. 2/ You can make amazing designs using Playground with graphical text generation to express yourself:

I am an old man now after two platform waves but what Apple did today was communicate:

"Hi guys, we made native integration points to make all you all AI model makers compete for our 1B-user scale. Of course, we'll show YOU some ideas first. Game on."

It is literally the best thing that could happen. If you are behind on AI, you make everyone make the best experiences (if AI matters) to compete with each other and build the normal platform advantages you already have.

AI AppStore is providing 100s of integration points to use "AI" right when you need to.

If I was a young or a college student in need of a little income per month, now is a brief window of opportunity where you can make really easy apps dedicated to solving one problem using ChatGPT in a single step where many back and forth chats are required. Make the UI visual. Sometimes a few thousand dollars per month can empower you to think more ambitiously and the product building itself will teach you a lot about how to make things people want.

1/ Introducing Playground with Mixed Image Editing.

A new way to combine real and synthetic images to create stunning works of art & photorealistic images bound only by your imagination.

Try now: https://t.co/GCFAonRjgpplaygroundai.com
2/ Playground now features a powerful collaborative Canvas editor to layer multiple edits on top of each other.

This goes beyond text-to-image giving you more control to make fine grained changes.

If you're strong at Python, TypeScript, and have been learning a lot of ML fundamentals but still ramping up, you may consider joining us to do Applied AI where you help prototype products at the intersection.

A great way to ship real things and be forced to learn ML basics. Happy to take some part-timers in between things.

1/ Introducing Playground v1: A new image model that dramatically improves the overall HDR quality to get more stunning images. This is just the beginning and work on v2 has started.

You can try it for free at playgroundai.com - here are some examples: 2/ A few more images from our team internally around prompt alignment and dynamic range:

Making a shared Google doc you can sign to commit to accelerating the rate of AI for humanity to achieve its greatest potential. Sign here: docs.google.com/document/d/1s7…

1/ Expanding our Builder in Residence program for a Playground: looking for another impressive AI researcher that is in between things and wants to work with us for 6 months, 3 days a week while you work on your startup or plot what's next

Apply by email: suhail@playgroundai.com 2/ Playground is building a browser based graphics editor using advances in AI so people can create graphics like a pro without being one.

It’s quite frustrating to feel so behind in software right now after so intensely being a student of it since 8th grade. I am not sure how to catch up other than just continuing to put in the work to accumulate AI knowledge. So if you feel that way, you’re not alone. I read 4-5 papers a week, write code, have a research team to fallback on, paring sessions, and a network of people to lean on and somehow none of it changes that feeling. I haven't felt this way since I started programming! What an incredible time to be in software.

A company with 100x less money is 100x more proficient at delivering global scale inventions in AI. It's inconceivable.

Google has practically lost and is the leader in not shipping. How many more events and showcases does it take to internalize this? I don't know. I went to an AI dinner and nobody mentioned Google once.

I hope Sundar calls theirs ChaatGPT. PANIPUR-E

If I had to make a bet about what ChatGPT will disrupt in the mid-term, it’d probably be Wikipedia, not Google. I’ll be curious in a year if that’s roughly right. Wikipedia is ripe for a change up and not quite equipped for the moment. It doesn’t make a nice story though. But the vibes are very similar to when Wikipedia started and the world tried to convince young kids it was an invalid source of truth.

1/ Introducing high precision masked editing. No bleeding. Highly targeted AI based image editing to give you more control.

Here's an end-to-end workflow in 30 seconds: 2/ Make entirely new scenes by layering your edits on top of each other:

"Make it snowy", "Change the door to brown", "Golden hour", "Add a bit of snow to the roof", "Add a cute bunny in the foreground"

1/ Introducing AI-first image editing to Playground—a way to instruct an AI to synthesize spectacular yet subtle edits

Try it here: playgroundai.com/create

We are blown away by the creative possibilities with this.

Example: "Make it summer"

(More examples in a thread) 2/ "make him a 50 year old man"

1/ Introducing Playground Filters - we created 10 custom models to make some outstanding new styles for image creation.

Instagram filters for art/image creation

You can try it for free on playgroundai.com for free.

We'll be adding 2 high quality filters every week! 2/ Playtoon:

Goodbye Twitter: Sadly, my hours are numbered :-\

We are putting together an AI research engineering team to focus on creative tools with pixels. I’ll be on the team. Next year we should have a GPT-esque model. If we hire anyone you refer, we’ll give you $20K.

Looking for folks with experience in CV/LLMs.

Open to remote. DMs open or email intro: suhail@playgroundai.com

Anyone know why this might happen or how to fix it? Restarting the kernel fixes it but after I re-run my notebook, it breaks :(

AI Sunday begins: Programming to this on repeat: open.spotify.com/track/3jV9OFo9…

The ultimate sign that the product managers have arrived: The TPS reports from this will be endless. That modal may get redesigned or repositioned but never replaced. When its numbers are up, people will rejoice at the all hands but when they are down: ah well, that metric is silly anyway