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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.
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.
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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Sonny Vu, the former founder and chief executive of the wearable technology company Misfit, has had a busy summer since he was named the new chief executive of 3D printing technology company Arevo.
Vu’s new startup brought on a new executive management team, launched a crowdfunding campaign for its 3D-printed Superstrata bicycle and is now announcing the close of a $25 million financing round to support the growth of its business.
It’d be a lot for anyone to take on even if it didn’t happen in the middle of a global pandemic. But Vu, a serial entrepreneur whose last business went head-to-head with Apple before it was acquired by Fossil for $260 million, doesn’t shy away from challenges.
Vu was first introduced to Arevo in 2019 and was initially going to come on as an advisor to the company. Since the acquisition of Misfit he had been investing from Alabaster, his personal investment vehicle. First introduced by Vinod Khosla, an investor in the business, Vu quickly moved from being an advisor to an executive at the helm of the business and an investor providing bridge financing until the company could close its latest round.
Vu had initially intended to start his own business, but was drawn to Arevo’s potential. “3D printing is about making things slowly and in small quantities. With Arevo’s technology you can make big things quite fast,” Vu said in an interview.
Several companies are attempting to take 3D printing into heavy industry and large-scale manufacturing. Relativity raised $140 million in its most recent financing to make rockets using 3D printers, Velo3D is a supplier of 3D printers to SpaceX and now Arevo has $34 million for its efforts to scale 3D printers. Of course, all of these investments pale in comparison to the whopping $438 million that Desktop Metal has raised for its 3D printing tech.
“Arevo is a compelling opportunity for us as it combines our three main investment foci: consumer internet, enterprise, and smart tech. We see fantastic potential in this market, and have backed Sonny before at Misfit,” said Hans Tung, in a statement. “Arevo is led by an experienced team with solid technological foundation and 3D printing manufacturing know-how at scale – to offer breakthrough products at competitive prices.”
Arevo already has a successful proof of concept with its Superstrata bicycle and manufacturing facilities in Vietnam that are intended to prove that the company’s technology will work as expected.
“We’re making this bike to make a point that we can make complex shapes at a pretty large scale,” Vu said. Unlike other companies that sell their printers to manufacturers, Arevo intends to sell parts. That’s because the printers are a pretty hefty ticket for anyone to buy. At $1 million to $1.4 million, it’s a big ask for a company to acquire if it wants to start using 3D printing.
On top of that cost, Vu said candidly that the company’s Achilles’ heel was the post-manufacturing treatment process required to finish the pieces. And while Arevo already counts automotive and aerospace companies as customers (including Airbus, which previously invested in the business), Vu wants to bring this to consumers. “We’ve had tennis racquet companies, golf clubs, surfboards,” approach Arevo about using the company’s technology, Vu says.
“We can do about two frames per day per machine,” Vu says of the latest production rates. “And coming up with our next-gen system we can do about six frames per day.”
The ascension of Vu to the chief executive position and the new capital infusion marks the latest chapter for Arevo, which is on its third chief executive since it was founded. Two years ago, Jim Miller, a former Amazon and Google executive, was brought on board to take the reins at the company. Miller’s appointment coincided with a $12.5 million investment round led by Asahi Glass, with Sumitomo Corp., Leslie Ventures and Khosla Ventures participating. Miller was involved with collaborating with Studio West on the design of its Superstrata bike.
Now, Defy Partners and GGV Capital are joining to lead the company’s Series B round with participation from Khosla Ventures, Alabaster and others. Brian Shin, a scout with Defy Ventures is joining the board, which now counts Bruce Armstrong, from Khosla Ventures, and Hemant Bheda, Arevo’s co-founder, as directors (along with Vu).
“Arevo’s new platform enables fabrication of high-strength, low-weight carbon fiber parts, currently not possible with today’s standard techniques,” said Trae Vassallo, founding partner at Defy. “We are thrilled to be working with the team to help scale up this incredibly impactful technology.”
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During the Federal Aviation Administration’s (FAA) 23rd annual Commercial Space Transportation Conference in Washington, D.C., one panel focused on the changing regulatory environment when it comes to private launch activities, and how those are integrated into existing rules and practices for managing commercial air transportation. Panelist Caryn Schenewerk, SpaceX senior counsel and senior director of space flight policy, emphasized that while the company always does the utmost to ensure safety in everything it does, the company also wants to focus on the actual state of the industry today and how it needs to grow as various partners work to establish new rules for the growing commercial launch sector.
“When aviation started, the Wright brothers weren’t flying over major populated cities,” Schenewerk pointed out. “They were outside Paris in an unpopulated field, and they were at Kitty Hawk on unpopulated beaches. And they were in Ohio in unpopulated areas.”
Schenewerk was directly addressing comments made by other panelists, and specifically ALPA Aviation Safety Chair Steve Jangelis, that suggested the emerging commercial launch industries may be looking far ahead to when they’re launching from spaceports located near populated areas, and launching with much more frequency than they are today. In general, Jangelis was advocating for laying the groundwork now for high levels of cooperation and integration between aviation traffic management and rocket launch operators.
Schenewerk was reluctant to concede any kind of direct equivalency between the commercial air transportation industry and the space launch sector, given their relative dissimilarity.
She noted that in terms of sheer volume, there’s a massive difference, with roughly 40 to 50 launches set for 2020 compared to millions of flights for commercial air. Airlines also use essentially the same small handful of airframes from suppliers like Boeing and Airbus, while each launch company has their own, very different vehicle with different conditions for launch and flight. Overall, she suggested then that anticipating some potential future state where the industries were more similar could result in stifling progress toward that ultimate goal.
“I hope we get to that million launches at some point, but when we are at that point, it’s going to be because we worked our way up the safety trajectory in a way that allows us to operate that way,” Schenewerk said. “Today, SpaceX can’t fly from a spaceport in the middle of the country, because we won’t get through the safety approval. We literally will not be licensed by the FAA to operate from that site, because we will then be flying over large populations of people — and we aren’t at that level of reliability and safety in this industry to fly over large populations of people with these kinds of rockets. Could we get there someday? Yeah, we can get there someday when we’ve had a million flights, and a million prove-outs of our capability, when we have such repeatability that we’re in that level.”
Ultimately, Schenewerk’s comments and Jangelis’ responses illustrate that there are still a lot of places where younger companies and emerging technologies like reusable rocket launches are conflicting with the views of more established industries and players operating in some shared spaces.
FAA Administrator Steve Dickson also addressed the agency’s ongoing work to establish launch rules, which were released as a draft last year and which Dickson said will likely be finalized sometime this fall, once the FAA has incorporated industry comments and feedback.
“Let’s think about that big vision, that big day when lots of things are happening,” Schenewerk said. “But let’s also not yell at our kid for not being able to fly an airplane when they can barely walk — and I think that’s where we are right now: We’re still figuring out how to walk and run in this industry.”
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SpinLaunch, a company that aims to turn the launch industry on its head with a wild new concept for getting to orbit, has raised a $35M round B to continue its quest. The team has yet to demonstrate their kinetic launch system, but this year will be the year that changes, they claim.
TechCrunch first reported on SpinLaunch’s ambitious plans in 2018, when the company raised its previous $35 million, which combined with $10M it raised prior to that and today’s round comes to a total of $80M. With that kind of money you might actually be able to build a space catapult.
The basic idea behind SpinLaunch’s approach is to get a craft out of the atmosphere using a “rotational acceleration method” that brings a craft to escape velocity without any rockets. While the company has been extremely tight-lipped about the details, one imagines a sort of giant rail gun curled into a spiral, from which payloads will emerge into the atmosphere at several thousand miles per hour — weather be damned.
Naturally there is no shortage of objections to this method, the most obvious of which is that going from an evacuated tube into the atmosphere at those speeds might be like firing the payload into a brick wall. It’s doubtful that SpinLaunch would have proceeded this far if it did not have a mitigation for this (such as the needle-like appearance of the concept craft) and other potential problems, but the secretive company has revealed little.
The time for broader publicity may soon be at hand, however: the funds will be used to build out its new headquarter and R&D facility in Long Beach, but also to complete its flight test facility at Spaceport America in New Mexico.
“Later this year, we aim to change the history of space launch with the completion of our first flight test mass accelerator at Spaceport America,” said founder and CEO Jonathan Yaney in a press release announcing the funding.
Lowering the cost of launch has been the focus of some of the most successful space startups out there, and SpinLaunch aims to leapfrog their cost savings by offering orbital access for under $500,000. First commercial launch is targeted for 2022, assuming the upcoming tests go well.
The funding round was led by previous investors Airbus Ventures, GV, and KPCB, as well as Catapult Ventures, Lauder Partners, John Doerr and Byers Family.
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Bestmile, a transportation software startup, has raised $16.5 million in a Series B round led by Blue Lagoon Capital and TransLink Capital.
Existing investors Road Ventures, Partech, Groupe ADP, Airbus Ventures, Serena and others also participated in the round. The company, which launched in 2014, has raised $31 million to date.
Bestmile has developed fleet management software that orchestrates the delicate balance between demand for, and supply of transportation. Managing fleets isn’t new. However, the emergence of new and varied ways for people and packages to move within cities has created new opportunities for software companies.
Bestmile is aiming to become the preferred platform for public transit operators, automakers and taxi companies that offer ride-hailing, microtransit, autonomous shuttle services and even robotaxis. While Bestmile emphasizes the ability of the platform to manage more futuristic means of travel, namely autonomous shuttles, fleet management software is designed to be agnostic. This means it will work for human-driven fleets like traditional taxi cabs as well as autonomous shuttles and, someday, robotaxis.
The startup’s investors also see opportunities for the platform that extend beyond microtransit, ride-hailing and autonomous shuttles. For instance, Airbus Ventures sees Bestmile as a key enabler for urban air mobility, according to Thomas d’Halluin, a managing partner at the Airbus’ venture arm.
The platform works by collecting real-time data such as weather, traffic, demand and vehicle telemetry. It then uses the data to squeeze the most out of the fleet. That means balancing demand from customers with the cost of operations.
The startup, which is based in Lausanne, Switzerland and has an office in San Francisco, already has a number of customers, including autonomous shuttle operators. The company’s software is managing 15 deployments globally. Bestmile announced earlier this week that it has partnered with Beep, an autonomous shuttle company in Orlando, Fla.
Blue Lagoon partners Rodney Rogers and Kevin Reid have joined Bestmile’s board. Rogers is now board chairman. The pair, which have first-hand experience as co-founders, should be able to provide the kind of insight needed to scale a company. Rogers and Reid co-founded enterprise cloud services company Virtustream, which was acquired by EMC Corporation in 2015 for $1.2 billion. The business is now part of Dell Technologies.
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Air travel accounts for a significant chunk of greenhouse gas emissions and other pollutants, and the amount of air travel has risen steadily over the past few decades, with emissions from aviation predicted to grow significantly through 2020 and beyond. Electric passenger planes are in the works, but unlikely to replace our workhorse passenger jets any time soon — which is why efforts like a new type of conventional-fuel aircraft are being backed by KLM Airlines.
The new aircraft design was conceived by designer Justus Benad and is being further realized by a team of researchers at the Netherlands’ Delft University of Technology, per CNN. The look of the aircraft is clearly different from the start, ditching the typical cylindrical tube main fuselage for a “squat slice of pizza” look that extends the body through the wings of the plane.
This beefed-up core holds passengers, fuel and cargo, and through this distribution, which improves the aircraft’s overall aerodynamics, the plane will manage to be 20% more fuel-efficient versus the Airbus A350, which carries approximately the same amount of passengers depending on its configuration.
A savings of 20% in fuel consumption may not seem like much, but over time, and at scale, it could potentially make a huge difference — especially if the pace of electric aircraft development and other alternatives doesn’t pick up. That said, timelines for deployment aren’t super immediate: These could enter service sometime between 2040 and 2050 based on the current development schedule, which isn’t exactly tomorrow.
Testing an all-new design for passenger jets, which basically look like they did when they were first introduced, is obviously not something one undertakes lightly, however. The good news is that the team is hoping to put a scale model into real-world flight testing later this year.
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One year after a $38 million Series B valued on-demand aviation startup Blade at $140 million, the company has begun taxiing the Bay Area’s elite.
As part of a new pilot program, Blade has given 200 people in San Francisco and Silicon Valley exclusive access to its mobile app, allowing them to book helicopters, private jets and even seaplanes at a moments notice for $200 per seat, at least.
Blade, backed by Lerer Hippeau, Airbus, former Google CEO Eric Schmidt and others, currently flies passengers around the New York City area, where it’s headquartered, offering the region’s wealthy $800 flights to the Hamptons, among other flights at various price points. According to Business Insider, it has worked with Uber in the past to help deep-pocketed Coachella attendees fly to and from the Van Nuys Airport to Palm Springs, renting out six-seat helicopters for more than $4,000 a pop.
Its latest pilot seems to target business travelers, connecting riders to the San Francisco International Airport and Oakland International Airport to Palo Alto, San Jose, Monterey and Napa Valley. The goal is to shorten trips made excruciatingly long due to bad traffic in major cities like New York, Los Angeles and San Francisco. Recently, the startup partnered with American Airlines to better establish its network of helicopters, a big step for the company as it works to integrate with existing transportation infrastructure.
New work with @flybladenow pic.twitter.com/eONvKU3rhM
— Tyler Babin (@Tyler_Babin) March 11, 2019
Blade, led by founder and chief executive officer Rob Wiesenthal, a former Warner Music Group executive, has raised about $50 million in venture capital funding to date. To launch at scale and, ultimately, to compete with the likes of soon-to-be-public transportation behemoth Uber, it will have to land a lot more investment support.
Uber too has lofty plans to develop a consumer aerial ridesharing business, as do several other privately-funded startups. Called UberAIR, Uber will offer short-term shareable flights to commuters as soon as 2023. The company has raised billions of dollars to turn this sci-fi concept into reality.
Then there’s Kitty Hawk, a company launched by former Google vice president and Udacity co-founder Sebastian Thrun, which is developing an aircraft that can take off like a helicopter but fly like a plane for short-term urban transportation purposes. Others in the air taxi or vertical take-off and landing aircraft space, including Volocopter, Lilium and Joby Aviation, have raised tens of millions to eliminate traffic congestion or, rather, to chauffer the rich.
Blade’s next stop is India, the Financial Times reports, where it will conduct a pilot connecting travelers in downtown Mumbai and Pune. The company tells TechCrunch they are currently exploring one additional domestic pilot and one additional international pilot.
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Airbus is looking to put its flying taxi in the air next year, confirmed CityAirbus chief engineer Marius Bebesel this week. The schedule is on track after CityAirbus conducted successful ground tests of the electric power system it’s using to propel the vehicle through the air. The CityAirbus craft is a vertical take-off and landing craft that uses a four rotor design, and that would… Read More
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A startup that helps businesses determine when drones are flying unwantedly or otherwise into their airspace, Dedrone, has partnered with the electronics division of civil aircraft manufacturers Airbus to bring drone detection to wide open spaces and remote locations. Through their partnership, Dedrone will integrate Airbus’s long range radar technology into its systems which are… Read More
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