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Latent AI makes edge AI workloads more efficient
Latent AI, a startup that was spun out of SRI International, makes it easier to run AI workloads at the edge by dynamically managing workloads as necessary.
Using its proprietary compression and compilation process, Latent AI promises to compress library files by 10x and run them with 5x lower latency than other systems, all while using less power thanks to its new adaptive AI technology, which the company is launching as part of its appearance in the TechCrunch Disrupt Battlefield competition today.
Founded by CEO Jags Kandasamy and CTO Sek Chai, the company has already raised a $6.5 million seed round led by Steve Jurvetson of Future Ventures and followed by Autotech Ventures .
Before starting Latent AI, Kandasamy sold his previous startup OtoSense to Analog Devices (in addition to managing HPE Mid-Market Security business before that). OtoSense used data from sound and vibration sensors for predictive maintenance use cases. Before its sale, the company worked with the likes of Delta Airlines and Airbus.
Image Credits: Latent AI
In some ways, Latent AI picks up some of this work and marries it with IP from SRI International .
“With OtoSense, I had already done some edge work,” Kandasamy said. “We had moved the audio recognition part out of the cloud. We did the learning in the cloud, but the recognition was done in the edge device and we had to convert quickly and get it down. Our bill in the first few months made us move that way. You couldn’t be streaming data over LTE or 3G for too long.”
At SRI, Chai worked on a project that looked at how to best manage power for flying objects where, if you have a single source of power, the system could intelligently allocate resources for either powering the flight or running the onboard compute workloads, mostly for surveillance, and then switch between them as needed. Most of the time, in a surveillance use case, nothing happens. And while that’s the case, you don’t need to compute every frame you see.
“We took that and we made it into a tool and a platform so that you can apply it to all sorts of use cases, from voice to vision to segmentation to time series stuff,” Kandasamy explained.
What’s important to note here is that the company offers the various components of what it calls the Latent AI Efficient Inference Platform (LEIP) as standalone modules or as a fully integrated system. The compressor and compiler are the first two of these and what the company is launching today is LEIP Adapt, the part of the system that manages the dynamic AI workloads Kandasamy described above.
Image Credits: Latent AI
In practical terms, the use case for LEIP Adapt is that your battery-powered smart doorbell, for example, can run in a low-powered mode for a long time, waiting for something to happen. Then, when somebody arrives at your door, the camera wakes up to run a larger model — maybe even on the doorbell’s base station that is plugged into power — to do image recognition. And if a whole group of people arrives at ones (which isn’t likely right now, but maybe next year, after the pandemic is under control), the system can offload the workload to the cloud as needed.
Kandasamy tells me that the interest in the technology has been “tremendous.” Given his previous experience and the network of SRI International, it’s maybe no surprise that Latent AI is getting a lot of interest from the automotive industry, but Kandasamy also noted that the company is working with consumer companies, including a camera and a hearing aid maker.
The company is also working with a major telco company that is looking at Latent AI as part of its AI orchestration platform and a large CDN provider to help them run AI workloads on a JavaScript backend.
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Analog Devices to acquire rival chipmaker Maxim Integrated for $21 billion
Analog Devices didn’t waste any time kicking off the week with a bang when it announced this morning it was acquiring rival chipmaker Maxim Integrated Products for $20.91 billion (according to multiple reports). The company had a market cap of $17.09 billion as of Friday’s close.
The deal, which has already been approved by both company’s boards, would create a chip making behemoth worth $68 billion, according to Analog. The idea behind the transaction is that bigger is better and the combined companies will increase Analog’s revenue by $8.2 billion.
What’s more, the two companies should combine well in that there isn’t much overlap in their businesses. Maxim’s strength is in the automotive and data center spaces, while Analog is more concentrated in industrial and healthcare.
Vincent Roche, president and CEO of ADI, was enthusiastic about the potential of the combined organizations. “ADI and Maxim share a passion for solving our customers’ most complex problems, and with the increased breadth and depth of our combined technology and talent, we will be able to develop more complete, cutting-edge solutions,” he said in a statement.
Maxim was founded back in 1983 and went public in 1988. It made nine acquisitions between 2002 and 2013, with the most recent being Voltera in 2013, according to Crunchbase data.
As with all deals of this sort, it needs to pass regulator muster first, but the companies expect the deal to close by next summer.
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Spotify, eBay set standard for fertility benefits, study finds
The technology sector awards women and same-sex couples the most comprehensive fertility benefit packages, according to a survey by FertilityIQ, an online platform for fertility patients to review doctors and research treatments.
The company asked 30,000 in vitro fertilisation (IVF) patients across industries about their employers’ — or their spouse’s employer’s’ — 2019 fertility treatment policy, and allocated points based on their support for IVF procedures and egg freezing, among other services.
Silicon Valley semiconductor business Analog Devices and eBay led the ranking. The two companies offer employees unlimited IVF cycles with no pre-authorization requirement, meaning employees do not need permission from insurance providers before seeking certain medical services. Pre-authorization has historically impacted lesbian, gay or unpartnered employees from accessing care quickly or at all, FertilityIQ co-founder Jake Anderson explained
Spotify, Adobe, Lyft, Facebook and Pinterest were amongst the highest-ranked technology businesses, too.
“I think a lot of people see the tech sector as being unenlightened when it comes to family values but it’s still the sector that makes the fertility benefits the most widely acceptable,” Anderson, a former consumer internet investor at Sequoia Capital, told TechCrunch.
FertilityIQ’s fertility benefits survey results.
Despite an initial outpouring of skepticism, Facebook and Apple became leaders in the fertility benefit category when they began paying for their female employees to freeze their eggs in 2014. Since then, smaller firms have opted to beef up those benefits to stay competitive with their much larger and richer counterparts.
“The Lyfts, the Airbnbs and the Ubers of the world, who clearly need to compete for those companies for talent, have effectively matched those companies dollar-for-dollar despite a much smaller war-chest,” Anderson said. “These companies that are worth 1/1000th of these bigger companies are effectively going toe-to-toe to offer whatever women need.”
Anderson and his wife, FertilityIQ co-founder Deborah Anderson, noticed improved benefits in 2018 from companies implicated by the #MeToo movement, such as Vice Media, Under Armour and Uber.
“Silicon Valley is notorious for talent moving around on you but it’s probably not coincidental that some of the companies that were in the spotlight in the #MeToo movement have added really generous benefits,” Deborah Anderson told TechCrunch.
Uber, for example, now pays for its employees to complete two IVF cycles but still requires pre-authorization.
One in 7 Americans struggle with infertility and the rate of IVF procedures only continues to increase, with the latest data indicating a 15 percent year-over-year growth rate. IVF costs roughly $22,000 per cycle, per FertilityIQ’s survey, a cost which has similarly increased 15 percent since 2015.
That’s a whole lot of cash for a fertility patient to dole out. If companies foot the bill, they’ll have a better shot at retaining talent.
“Best we can tell, there is no question that employees that get this benefit and use it are more loyal and more likely to stick around,” Jake Anderson said. “The company that helps you build your family is the company that you remain committed to.”
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Alchemist Accelerator closes $2.5 million to back enterprise tech startups
The Alchemist Accelerator has closed a $2.5 million fund for very early stage investments in tech startups serving large organizations in an era when robotics, artificial intelligence and the internet of things are fundamentally changing the way they operate. Limited partners in Alchemists’ second fund included Johnson Controls, Ericsson, and Analog Garage, a VC arm of Analog… Read More
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