Sign up for our daily briefing

Make your busy days simpler with the Axios AM and PM newsletters. 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 the Axios Closer newsletter 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!

Sign up for Axios Pro Rata

Dive into the world of dealmakers across VC, PE and M&A with Axios Pro Rata. Delivered daily to your inbox by Dan Primack and Kia Kokalitcheva.

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 the Axios Sports newsletter. 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 the Axios Des Moines newsletter.

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 the Axios Tampa Bay newsletter.

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!

Want a daily digest of the top Nashville news?

Get a daily digest of the most important stories affecting your hometown with the Axios Nashville newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Columbus news?

Get a daily digest of the most important stories affecting your hometown with the Axios Columbus newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Dallas news?

Get a daily digest of the most important stories affecting your hometown with the Axios Dallas newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Austin news?

Get a daily digest of the most important stories affecting your hometown with the Axios Austin newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Atlanta news?

Get a daily digest of the most important stories affecting your hometown with the Axios Atlanta newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Philadelphia news?

Get a daily digest of the most important stories affecting your hometown with the Axios Philadelphia newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Chicago news?

Get a daily digest of the most important stories affecting your hometown with the Axios Chicago newsletter.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Sign up for Axios NW Arkansas

Stay up-to-date on the most important and interesting stories affecting NW Arkansas, authored by local reporters

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top DC news?

Get a daily digest of the most important stories affecting your hometown with the Axios DC newsletter.

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!

Illustration: Shoshana Gordon/Axios

A new AI tool can work with human programmers to analyze computer code they've written and generate new matching code to complete programs.

Why it matters: The tool can help take some of the scutwork of programming off human experts' hands, leaving them freer to focus on the more creative parts of their jobs. But it also opens the door to a world in which programs could one day fully write programs, which may be bad news for some of the humans that currently do it.

What's happening: Called Copilot, the new tool was launched this week by Microsoft, the collaborative coding platform Github and OpenAI, a machine-learning company that developed the text-generating model GPT-3.

  • GPT-3 is a natural-language model trained on a massive quantity of text, which it can use to predict the relationship among words and sentences, allowing it to generate astoundingly convincing text when given a prompt.
  • Copilot was built on a algorithm called OpenAI Codex that works like GPT-3, but for computer code instead of human language.

How it works: Codex was trained on terabytes of openly available code pulled from Github, and uses that training to recommend code for software developers to use as they program.

  • Github CEO Nat Friedman told CNBC that Copilot works like an automated version of a pair programmer — someone who works with a coder at the keyboard and provides a second set of eyes and suggestions.
  • Copilot can look at code that has been written as well as the location of the cursor and offer up new lines to add.
  • As the human programmer accepts or rejects those recommendations, Copilot can improve itself over time.

By the numbers: According to one study, programmers spend half their work time not programming but debugging, at a cost of about $312 billion per year.

  • Automated programming tools could help cut that waste.

The catch: Some programmers have expressed concerns that Copilot may sometimes recommend code taken verbatim from the system's open-source training set, which would essentially mean that code meant to be free was being repackaged in a commercial model.

  • A study by Github, though, found that verbatim training code ended up in generated code just 0.1% of the time.

The bottom line: In its current form, Copilot is an example of assistive automation — making individual humans more productive by automating some, but not all, of their workload.

  • But as Copilot and other software automation tools improve, they could become substitutive — automating human programmers altogether — which would definitely be ironic.

Go deeper

Bryan Walsh, author of Future
Aug 18, 2021 - Technology

AI's shaky foundations

Illustration: Sarah Grillo/Axios

A new academic group is sounding a warning about powerful, if poorly understood, AI systems that are increasingly driving the field.

Why it matters: New models like OpenAI's text-generating GPT-3 have proven so impressive that they're serving as the foundation of further AI research, but that risks propagating the biases that may be built into these systems.

1 hour ago - World

Mapped: The world's most and least corrupt countries

Expand chart
Data: Transparency International; Map: Jared Whalen/Axios

The most corrupt governments in the world are in South Sudan, Syria and Somalia, according to Transparency International's annual index, while the "cleanest" are in Denmark, Finland and New Zealand.

  • Breaking it down: The U.S. is 27th, China 66th, India 85th, Brazil 96th and Russia 136th. Scroll over the map to see each country's ranking.

Crypto leads to massive surge in online scams

Expand chart
Reproduced from FTC; Chart: Axios Visuals

Bogus cryptocurrency investments led to an unprecedented increase in online scams last year, according to new data from the Federal Trade Commission (FTC).

Why it matters: Cryptocurrency is an easy target because while it's surging in popularity, there's still a lot of confusion about how it works.