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!

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!

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Illustration: Rebecca Zisser/Axios

AVs have to interpret sensor data, determine their next moves and follow through on them, all of which requires exceedingly complex AI. To meet those demands in real time, computing for AVs will have to happen onboard the vehicle.

Why it matters: The alternative to onboard computing for driving functions would be vehicles relying on unstable network bandwidth for cloud computing while cruising at highway speeds. A specialized AI chip market has emerged to create platforms that can perform these complex computations almost instantaneously, while using as little power as possible.

Where it stands: More than 70 companies have entered the AI chip market in the last few years, and another 100 chip startups have been announced. The next generation of chips could have an array of uses, beyond advancing AV computing power.

  • Nvidia is dominant in the GPU space. It offers a computing platform with a plethora of chip offerings for deep learning that take advantage of GPUs' massive parallel computation abilities. Next-generation technology, however, will introduce more efficient chip architectures designed expressly for deep neural network computation rather than graphics processing.
  • Google has developed a circuit called a Tensor Processing Unit (TPU) that has run common neural networks 15–30 times faster than a comparable GPU, and used far less power to do so.
  • Graphcore, a startup, develops accelerators and software framework together, which arguably combine to make the fastest and most flexible platform for AI applications. Graphcore has developed an Intelligence Processing Unit (IPU), which offers promise for AV use.

What to watch: Roughly 12–15 companies are pulling ahead with their next-generation AI chips, but solidifying a lead will require producing and scaling them as well, which could favor established players or motivate smaller companies to merge with larger ones, as Nervana Systems and Intel did.

Bibhrajit Halder is the CEO of an early-stage AV startup and has worked on autonomous vehicles at Ford, Caterpillar and Apple. He is also a member of GLG, a platform connecting businesses with industry experts.

Go deeper

Mike Allen, author of AM
13 mins ago - Energy & Environment

Laurene Powell Jobs' $3.5 billion climate campaign

Laurene Powell Jobs, president of Emerson Collective, is investing $3.5 billion in her new climate-action group, the Waverley Street Foundation — all to be spent in 10 years, as a way to show urgency on the issue.

  • Then the group will sunset.

The big picture: The foundation "will focus on initiatives and ideas that will aid underserved communities who are most impacted by climate change," an official tells Axios.

German elections: After close result, jockeying to replace Merkel begins

Data: Preliminary results from German Federal Returning Officer; Chart: Sara Wise/Axios

Germany’s Social Democrats (SPD) pulled off a come-from-behind victory in Sunday’s elections, 10 seats ahead of the Christian Democrats (CDU), which failed to finish top for the first time in 16 years.

State of play: SPD leader Olaf Scholz has said he’ll seek to form a government, but so too has Armin Laschet, Chancellor Angela Merkel’s successor as CDU leader.

3 hours ago - Health

Biden gets COVID-19 booster shot on live television

President Biden received a Pfizer-BioNTech coronavirus vaccine booster shot on live television on Monday, while also urging Americans to get vaccinated.

Driving the news: The Centers for Disease Control and Prevention last week recommended Pfizer booster shots for millions of people, including those 65 years and older and individuals at high-risk of severe COVID-19.

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!