AI can design chips no human could, said Bill Dally in a virtual keynote today at the Design Automation Conference (DAC), one of the world's largest gatherings of semiconductor engineers.
The chief scientist of NVIDIA discussed research in accelerated computing and machine learning that's making chips smaller, faster and better.
Our work shows you can achieve orders-of-magnitude improvements in chip design using GPU-accelerated systems. And when you add in AI, you can get superhuman results - better circuits than anyone could design by hand, said Dally, who leads a team of more than 200 people at NVIDIA Research.
Gains Span Circuits, Boards Dally cited improvements GPUs and AI deliver across the workflow of chip and board design. His examples spanned the layout and placement of circuits to faster ways to render images of printed-circuit boards.
In one particularly stunning example of speedups with GPUs, he pointed to research NVIDIA plans to present at a conference next year. The GATSPI tool accelerates detailed simulations of a chip's logic by more than 1,000x compared to commercial tools running on CPUs today.
GATSPI, a GPU-accelerated simulation tool, completes work in seconds that currently takes a full day running on a CPU. A paper at DAC this year describes how NVIDIA collaborated with Cadence Design Systems, a leading provider of EDA software, to render board-level designs using graphics techniques on NVIDIA GPUs. Their work boosted performance up to 20x for interactive operations on Cadence's Allegro X platform, announced in June.
Engineers used to wait for programs to respond after every edit or pan across an image - it was an awkward, frustrating way to work. But with GPUs, the flow becomes truly interactive, said Dally, who chaired Stanford University's computer science department before joining NVIDIA in 2009.
Reinforcement Learning Delivers Rewards A technique called NVCell, described in a DAC session this week, uses reinforcement learning to automate the job of laying out a standard cell, a basic building block of a chip.
The approach reduces work that typically takes months for a 10-person team to an automated process that runs in a couple days. That lets the engineering team focus on a few challenging cells that need to be designed by hand, said Dally.
In another example of the power of reinforcement learning, NVIDIA researchers will describe at DAC a new tool called PrefixRL. It discovers how to design a circuit such as an adder, encoder or custom design.
PrefixRL treats the design process like a game where the high score is in finding the smallest area and power consumption for the circuit.
By letting AI optimize the process, engineers get a device that's more efficient than what's possible with today's tools. It's a good example of how AI can deliver designs no human could.
Leveraging AI's Tool Box NVIDIA worked with the University of Texas at Austin on a research project called DREAMPlace that made novel use of PyTorch, a popular software framework for deep learning. It adapted the framework used to optimize weights in a neural network to find the best spot to place a block with 10 million cells inside a larger chip.
It's a routine job that currently takes nearly four hours using today's state-of-the-art techniques on CPUs. Running on NVIDIA Volta architecture GPUs in a data center or cloud service, it can finish in as little as five minutes, a 43x speedup.
Getting a Clearer Image Faster To make a chip, engineers use a lithography machine to project their design onto a semiconductor wafer. To make sure the chip performs as expected, they must accurately simulate that image, a critical challenge.
NVIDIA researchers created a neural network that understands the optical process. It simulated the image on the wafer 80x faster and with higher accuracy, using a 20x smaller model than current state-of-the-art machine learning methods.
It's one more example of how the combination of accelerated computing and AI are helping engineers design better chips faster.
An AI-Powered Future NVIDIA used some of these techniques to make our existing GPUs, and we plan to use more of them in the future, Dally said.
I expect tomorrow's standard EDA tools will be AI-powered to make the chip designer's job easier and their results better than ever, he said.
To watch Dally's keynote, register for a complimentary pass to DAC using the code ILOVEDAC, then view the talk here.
North America Stories
18/03/2026
SMPTE Unveils 2026 NAB Show Educational Presentations
Brie Clayton March 18, 2026
0 Comments
SMPTE , the home of media professionals, technologists, a...
18/03/2026
Auditel Ad Campaign Shot on Blackmagic PYXIS 12K
Brie Clayton March 18, 2026
0 Comments
LED wall virtual production blends 12K open gate acquisition w...
18/03/2026
Brainstorm transforms productivity and sustainability with Suite 7 at NAB Show 2...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
18/03/2026
SMPTE , the home of media professionals, technologists, and engineers, today unveiled its educational presentations for the 2026 NAB Show. This year SMPTE will ...
18/03/2026
Maxon, maker of powerful, approachable software solutions for creators working in 2D and 3D design, motion graphics, visual effects, gaming, and more, today ann...
18/03/2026
Digital Alert Systems
Preview
2026 NAB Show
April 19 - 22
Booth C3452
At the 2026 NAB Show, Digital Alert Systems will showcase Version 6.0 of its DASDEC ...
18/03/2026
Setplex today announced that it will showcase its complete, fully integrated Zapflex platform for the first time at the 2026 NAB Show, introducing powerful new ...
18/03/2026
COW Jobs: Seeking DP for Low Budget Dramedy - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Director of Photography for Low Budget Dramedy Fe...
18/03/2026
COW Jobs: Seeking Gaffer for Low Budget Dramedy - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Gaffer for Low Budget Dramedy Feature Film- I...
18/03/2026
COW Jobs: Seeking Location, Sound for Low Budget Dramedy - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Location/Sound for Low Budget Dramed...
18/03/2026
COW Jobs: Seeking Child Wrangler for Low Budget Film - Chicago
Brie Clayton March 17, 2026
0 Comments
Seeking Child Wrangler for Low Budget Dramedy Fe...
18/03/2026
Calrec Redefines Broadcast Workflows at NAB 2026 with its Most Powerful Hardware...
18/03/2026
Oscar Nominated Two People Exchanging Saliva Posted with DaVinci Resolve Studio
Brie Clayton March 17, 2026
0 Comments
DaVinci Resolve Studio handle...
18/03/2026
Boston Conservatory Presents Celebrated Musical Satire Urinetown Performances for this Center Stage production will take place at Boston Conservatory Theater ...
18/03/2026
Charlie Puth Joins Switched on Pop at Berklee NYC The Berklee alum spoke with host and Berklee NYC professor Charlie Harding for a live taping, answering audi...
17/03/2026
NASA+'s Rebecca Sirmons and Brittany Brown offer unique look at live streami...
17/03/2026
The transition to IP has fundamentally reshaped professional media infrastructures. Video, audio, and increasingly metadata now circulate as independent, precis...
17/03/2026
Live sports streaming can push every element in your video delivery chain to its limit, exposing every potential weakness in seconds. When the Super Bowl, the O...
17/03/2026
Texas Athletics sought to modernize its media production, enhance fan experience...
17/03/2026
Ikegami USA will demonstrate the latest additions to its wide range of broadcast...
17/03/2026
TNA Wrestling and iHeartMedia announces a new multi-platform collaboration that will integrate iHeartMedia across TNA's premium live events, weekly televisi...
17/03/2026
The goal was to transform Hard Rock Stadium into a global leader in sports and e...
17/03/2026
Spectrum has announced the launch of its new Multiview feature in the Spectrum TV App, giving customers the ability to watch up to four NCAA men's or women&...
17/03/2026
Genius Sports deal also covers data technology, AI, fan engagement, and performance analysis....
17/03/2026
Net Insight is supporting the rollout of a new state-wide centralized operation with Rede Massa, which is an SBT affiliate, the Brazilian regional television ne...
17/03/2026
Featuring audio from practice sessions, qualifying races, and Grand Prix races, the film represents Apple's sports-media ambitions
At Sunday night's Ac...
17/03/2026
Live broadcast has always been one of the most demanding environments in media a...
17/03/2026
DirecTV is introducing several new viewing features, including a multi-screen March Madness Mix channel and an updated Sports Central mobile app hub, ahead of...
17/03/2026
Deltatre has announced a multi-year partnership with ATP Media, the media arm of the ATP Tour, covering broadcast graphics, data, and production across the 2026...
17/03/2026
The Detroit Pistons have announced a third consecutive season partnering with Sc...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
3D streaming infrastructure provider Miris today announced the launch of a public beta for its new 3D asset streaming platform. Miris is building the infrastruc...
17/03/2026
As media organizations face mounting pressure to produce more content, faster, while maximizing value and operational efficiency, Tedial, a leading provider of ...
17/03/2026
Brainstorm, a leading manufacturer of real-time graphics, augmented and virtual production, is launching the newest version of its platform, Brainstorm Suite 7,...
17/03/2026
Limecraft today announces the release of Limecraft 2026.2, the second platform update in its 2026 release cycle. Limecraft is an AI-powered production platform ...
17/03/2026
Broadcast Solutions, a leading system integrator and provider of innovative solutions for the broadcast and media industry, showcased its latest broadcast and V...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
17/03/2026
QuickLink's Latest StudioEdge Models to Make North American Debut at NAB 202
Brie Clayton March 16, 2026
0 Comments
The Multi-platform Remote Gues...
17/03/2026
Frankenstein Graded with DaVinci Resolve Studio
Brie Clayton March 16, 2026
0 Comments
Sonnenfeld enhances the controlled interplay between warm and c...
17/03/2026
New Voyavox from Link Electronics with Real-Time Speech-to-Text Captioning to be...
17/03/2026
Berklee City Music Stewards META Fellowship Supporting Massachusetts Music Educa...
AI can design chips no human could, said Bill Dally in a virtual keynote today at the Design Automation Conference (DAC), one of the world's largest gatherings of semiconductor engineers.
