Every
LLMs Turn Every Question Into an Answer
DALL-E/Every illustration.

LLMs Turn Every Question Into an Answer

Part two: Language models as text expanders

Jun 7, 2024Updated May 3, 2026

Comments2

This essay is brought to you by Reflect, an ultra-fast notes app with an AI assistant built in directly. Simplify your note-taking with Reflect's advanced features, like custom prompts, voice transcription, and the ability to chat with your notes effortlessly. Elevate your productivity and organization with Reflect.

This is the second in a five-part series I’m writing about redefining human creativity in the age of AI. Read my first piece about language models as text compressors, and my prequel about how LLMs work.

Was this newsletter forwarded to you? Sign up to get it in your inbox.


You can’t get energy for free. It can be neither created nor destroyed, just moved around. That's more or less what computers were able to do with text on their own for a long time. Barring a disk failure, text was always conserved, often moved around, sometimes crudely transformed. 

But they almost never created it. Other than doing a spell check, if you were seeing text on a computer, it was probably because some human, somewhere, had typed it.

Language models changed this entirely. 

Now, you and I can type a few sentences into ChatGPT and watch it expand, character by character, line by line, into something new—composed out of thin air, just for you. Language models take your text and stretch it into a different shape, like glass heated and blown through a tube. 

What had previously been an inert collection of bits—a line of characters extending across a screen—is now something different, something potentially alive. When you feed a piece of text to a language model, the text is like an acorn turning into a tree. The acorn itself contains instructions for the tree it will become, and the language model becomes rich dirt, water, and warm summer sun.

In short, language models are free energy for text. Let’s talk about how we can use that function for creative purposes.

Transform the way you take notes with Reflect, the ultra-fast notes app with a baked-in AI assistant. Whether you're jotting down ideas or organizing detailed information, Reflect's custom prompts and voice transcription make the process a breeze. You can even chat with your notes, making your workflow more dynamic and efficient. Reflect adapts to your needs, offering unparalleled convenience. Elevate your productivity today.

A world where every question contains an answer

Language models create a world where every question can be expanded into an answer. 

This is critical for creativity because asking questions is a uniquely human thing to do. 

Thanks to our Sponsor: Reflect

Thanks again to our sponsor Reflect, an ultra-fast notes app with an AI assistant built directly in. With features like custom prompts, voice transcription, and effortless note-chatting, Reflect redefines note-taking. Stay organized and boost your productivity.

Create a free account to continue reading

The Only Subscription
You Need to Stay at the
Edge of AI

The essential toolkit for those shaping the future

"This might be the best value you
can get from an AI subscription."

- Jay S.

Every ContentEvery Content
AI&I PodcastAI&I Podcast
MonologueMonologue
CoraCora
SparkleSparkle
SpiralSpiral

Join 100,000+ leaders, builders, and innovators

Community members

Already have an account? Sign in.

What is included in a subscription?

Daily insights from AI pioneers + early access to powerful AI tools

PencilFront-row access to the future of AI
CheckIn-depth reviews of new models on release day
CheckPlaybooks and guides for putting AI to work
CheckPrompts and use cases for builders

Related Essays

Comments

You need to login before you can comment.
Don't have an account? Sign up!

We use analytics and advertising tools by default. You can update this anytime.