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!

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!

Illustration: Sarah Grillo/Axios

A pioneering AI scientist and entrepreneur argues that technology needs to be specialized to work effectively in manufacturing.

Why it matters: AI has been slower to make a difference in many forms of business because it still takes expertise and investment to use it effectively. For now, that means models will need to be trained individually to be effective on the factory floor.

What's happening: Landing AI, a company started by former Google and Baidu AI pioneer Andrew Ng, last month launched LandingLens, a visual inspection platform for manufacturers.

  • Visual inspection — which usually involves human workers checking a product for defects as it's made — is laborious and repetitive, which should make it a perfect use case for AI in manufacturing.
  • But visual inspection demonstrates what Ng calls the "customization problem" of AI in manufacturing. "Every factory and every unique product needs its own trained AI model to check for defects."

How it works: LandingLens works as a visual interface through which companies can train the model to understand the inspection needs of individual products.

  • Manufacturers take pictures of a successfully finished product, as well as images of various defects. Once human inspectors have created labels for defects, the model can run experiments that will over time refine its ability to identify even minor defects.

The catch: LandingLens points to both the benefits and limitations of AI at its current level of development. Manufacturers can get real value out of AI platforms, but it requires investment in time, as well as skills many executives don't have.

  • While 84% of C-suite executives believe that they must leverage AI to achieve their growth objectives, according to a survey last year, 76% report they don't really know how to do it.
"AI has transformed consumer software, but if you look at the impact it has had on the broader economy, then candidly we are just beginning the path of transformation."
— Andrew Ng, Landing AI

Go deeper

Dion Rabouin, author of Markets
Dec 3, 2020 - Economy & Business

The silver lining in 2020's weak Black Friday sales

Data: Placer.ai; Chart: Axios Visuals

Black Friday was disappointing for retailers this year, as spending numbers underwhelmed and foot traffic declined dramatically, according to data from analytics firm Placer.ai.

By the numbers: Customer visits were down, on average, more than 26% compared to Black Friday 2019 at the six retailers Placer tracked.

Mike Allen, author of AM
4 hours ago - Politics & Policy

Biden adviser Cedric Richmond sees first-term progress on reparations

Illustration: "Axios on HBO"

White House senior adviser Cedric Richmond told "Axios on HBO" that it's "doable" for President Biden to make first-term progress on breaking down barriers for people of color, while Congress studies reparations for slavery.

Why it matters: Biden said on the campaign trail that he supports creation of a commission to study and develop proposals for reparations — direct payments for African-Americans.

Cyber CEO: Next war will hit regular Americans online

Any future real-world conflict between the United States and an adversary like China or Russia will have direct impacts on regular Americans because of the risk of cyber attack, Kevin Mandia, CEO of cybersecurity company FireEye, tells "Axios on HBO."

What they're saying: "The next conflict where the gloves come off in cyber, the American citizen will be dragged into it, whether they want to be or not. Period."

You’ve caught up. Now what?

Sign up for Mike Allen’s daily Axios AM and PM newsletters to get smarter, faster on the news that matters.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!