Sign up for our daily briefing

Make your busy days simpler with Axios AM/PM. Catch up on what's new and why it matters in just 5 minutes.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Catch up on the day's biggest business stories

Subscribe to Axios Closer for insights into the day’s business news and trends and why they matter

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Stay on top of the latest market trends

Subscribe to Axios Markets for the latest market trends and economic insights. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Sports news worthy of your time

Binge on the stats and stories that drive the sports world with Axios Sports. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Tech news worthy of your time

Get our smart take on technology from the Valley and D.C. with Axios Login. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Get the inside stories

Get an insider's guide to the new White House with Axios Sneak Peek. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Catch up on coronavirus stories and special reports, curated by Mike Allen everyday

Catch up on coronavirus stories and special reports, curated by Mike Allen everyday

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Denver news?

Get a daily digest of the most important stories affecting your hometown with Axios Denver

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Des Moines news?

Get a daily digest of the most important stories affecting your hometown with Axios Des Moines

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Twin Cities news?

Get a daily digest of the most important stories affecting your hometown with Axios Twin Cities

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Tampa Bay news?

Get a daily digest of the most important stories affecting your hometown with Axios Tampa Bay

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Charlotte news?

Get a daily digest of the most important stories affecting your hometown with Axios Charlotte

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

An image generated by OpenAI's DALL-E model, from the prompt "an illustration of a baby daikon radish in a tutu walking a dog." Credit: OpenAI

The machine learning company OpenAI is developing models that improve computer vision and can produce original images from a text prompt.

Why it matters: The new models are the latest steps in ongoing efforts to create machine learning systems that exhibit elements of general intelligence, while performing tasks that are actually useful in the real world — without breaking the bank on computing power.

What's happening: OpenAI today is announcing two new systems that attempt to do for images what its landmark GPT-3 model did last year for text generation.

  • DALL-E is a neural network that can "take any text and make an image out of it," says Ilya Sutskever, OpenAI co-founder and chief scientist. That includes concepts it would never have encountered in training, like the drawing of an anthropomorphic daikon radish walking a dog shown above.
  • Flashback: DALL-E operates somewhat similarly to GPT-3, the huge transformer model that can generate original passages of text based on a short prompt.
  • CLIP, the other new neural network, "can take any set of visual categories and instantly create very strong and reliable visually classifiable text descriptions," says Sutskever, improving on existing computer vision techniques with less training and expensive computational power.

What they're saying: "Last year, we were able to make substantial progress on text with GPT-3, but the thing is that the world isn't just built on text," says Sutskever. "This is a step towards the grander goal of building a neural network that can work in both images and text."

How it works: DALL-E — a name OpenAI picked as a portmanteau of the surrealist artist Salvador Dali and the fatally cute Pixar robot WALL-E — is the model that jumps out because it aims to fulfill the Star Trek dream of simply being able to tell a computer, using regular language, what to create.

  • For example: Enter the prompt "a can of soup that has the word 'skynet' on it" and you'll get images like the one below.
Credit: OpenAI
  • "It can take unrelated concepts that are nothing alike and put them together into a functional object," says Aditya Ramesh, the leader of the DALL-E team.
  • CLIP can identify images with comparatively little training, allowing it to caption pictures it encounters.
  • The model's real advantage is its efficiency, which is becoming a bigger issue in the field as the computational cost of training machine learning models only grows.

Yes, but: Like GPT-3, the new models are far from perfect, with DALL-E, in particular, dependent on exactly how the text prompt is phrased if it's to be able to generate a coherent image.

The bottom line: Artificial general intelligence may be getting closer, one doodle at a time.

Go deeper

In photos: Egypt unveils 3,000-year-old "lost golden city"

A view on Saturday of the city, dubbed "The Rise of Aten," dating to the reign of Amenhotep III, uncovered near Luxor. Photo: Khaled Desouki/AFP via Getty Images

A top Egyptian archaeologist on Saturday outlined details of a newly rediscovered "lost golden city" near Luxor that dates back more than 3,000 years.

Why it matters: Zahi Hawass told NBC News the large ancient city, unveiled Thursday, tells archaeologists for the first time "about the life of the people during the Golden Age." Johns Hopkins University Egyptology professor Betsy Brian said in a statement it's "the second most important archeological discovery since the tomb of Tutankhamen."

1 dead as severe storms pummel the South

A tree that fell on a home carport damaged a vehicle during a storm in Central, Louisiana. No injuries were reported, according to Central Fire Department. Photo: Central Fire Department/Twitter

Strong storms lashed the South early Saturday, spawning at least one tornado and unleashing powerful winds and hail. And forecasters warned more severe weather was expected to hit parts of the region in the coming hours.

Details: Thousands of customers lost power in Florida, Mississippi, Arkansas, Texas and Louisiana, according to tracking site poweroutage.us. An F3 tornado that hit St Landry Parish, Louisiana, killed one person and wounded seven others.

Scoop: Biden eyes Russia adviser criticized as soft on Kremlin

Photo: Alexander Shcherbak\TASS via Getty Images

President Biden is considering appointing Matthew Rojansky, head of the Wilson Center's Kennan Institute, as Russia director on the National Security Council, according to a source familiar with the situation.

Why it matters: Rojansky has been praised for his scholarship on Russia and is frequently cited in U.S. media for his expert commentary. But his work has drawn criticism — including in a 2018 open letter from Ukrainian alumni of Kennan that blasted the think tank he runs as an "unwitting tool of Russia’s political interference."