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#434324 Big Brother Nation: The Case for ...

Posted on January 13, 2019 by Android

Powerful surveillance cameras have crept into public spaces. We are filmed and photographed hundreds of times a day. To further raise the stakes, the resulting video footage is fed to new forms of artificial intelligence software that can recognize faces in real time, read license plates, even instantly detect when a particular pre-defined action or activity takes place in front of a camera.

As most modern cities have quietly become surveillance cities, the law has been slow to catch up. While we wait for robust legal frameworks to emerge, the best way to protect our civil liberties right now is to fight technology with technology. All cities should place local surveillance video into a public cloud-based data trust. Here’s how it would work.

In Public Data We Trust
To democratize surveillance, every city should implement three simple rules. First, anyone who aims a camera at public space must upload that day’s haul of raw video file (and associated camera meta-data) into a cloud-based repository. Second, this cloud-based repository must have open APIs and a publicly-accessible log file that records search histories and tracks who has accessed which video files. And third, everyone in the city should be given the same level of access rights to the stored video data—no exceptions.

This kind of public data repository is called a “data trust.” Public data trusts are not just wishful thinking. Different types of trusts are already in successful use in Estonia and Barcelona, and have been proposed as the best way to store and manage the urban data that will be generated by Alphabet’s planned Sidewalk Labs project in Toronto.

It’s true that few people relish the thought of public video footage of themselves being looked at by strangers and friends, by ex-spouses, potential employers, divorce attorneys, and future romantic prospects. In fact, when I propose this notion when I give talks about smart cities, most people recoil in horror. Some turn red in the face and jeer at my naiveté. Others merely blink quietly in consternation.

The reason we should take this giant step towards extreme transparency is to combat the secrecy that surrounds surveillance. Openness is a powerful antidote to oppression. Edward Snowden summed it up well when he said, “Surveillance is not about public safety, it’s about power. It’s about control.”

Let Us Watch Those Watching Us
If public surveillance video were put back into the hands of the people, citizens could watch their government as it watches them. Right now, government cameras are controlled by the state. Camera locations are kept secret, and only the agencies that control the cameras get to see the footage they generate.

Because of these information asymmetries, civilians have no insight into the size and shape of the modern urban surveillance infrastructure that surrounds us, nor the uses (or abuses) of the video footage it spawns. For example, there is no swift and efficient mechanism to request a copy of video footage from the cameras that dot our downtown. Nor can we ask our city’s police force to show us a map that documents local traffic camera locations.

By exposing all public surveillance videos to the public gaze, cities could give regular people tools to assess the size, shape, and density of their local surveillance infrastructure and neighborhood “digital dragnet.” Using the meta-data that’s wrapped around video footage, citizens could geo-locate individual cameras onto a digital map to generate surveillance “heat maps.” This way people could assess whether their city’s camera density was higher in certain zip codes, or in neighborhoods populated by a dominant ethnic group.

Surveillance heat maps could be used to document which government agencies were refusing to upload their video files, or which neighborhoods were not under surveillance. Given what we already know today about the correlation between camera density, income, and social status, these “dark” camera-free regions would likely be those located near government agencies and in more affluent parts of a city.

Extreme transparency would democratize surveillance. Every city’s data trust would keep a publicly-accessible log of who’s searching for what, and whom. People could use their local data trust’s search history to check whether anyone was searching for their name, face, or license plate. As a result, clandestine spying on—and stalking of—particular individuals would become difficult to hide and simpler to prove.

Protect the Vulnerable and Exonerate the Falsely Accused
Not all surveillance video automatically works against the underdog. As the bungled (and consequently no longer secret) assassination of journalist Jamal Khashoggi demonstrated, one of the unexpected upsides of surveillance cameras has been the fact that even kings become accountable for their crimes. If opened up to the public, surveillance cameras could serve as witnesses to justice.

Video evidence has the power to protect vulnerable individuals and social groups by shedding light onto messy, unreliable (and frequently conflicting) human narratives of who did what to whom, and why. With access to a data trust, a person falsely accused of a crime could prove their innocence. By searching for their own face in video footage or downloading time/date stamped footage from a particular camera, a potential suspect could document their physical absence from the scene of a crime—no lengthy police investigation or high-priced attorney needed.

Given Enough Eyeballs, All Crimes Are Shallow
Placing public surveillance video into a public trust could make cities safer and would streamline routine police work. Linus Torvalds, the developer of open-source operating system Linux, famously observed that “given enough eyeballs, all bugs are shallow.” In the case of public cameras and a common data repository, Torvald’s Law could be restated as “given enough eyeballs, all crimes are shallow.”

If thousands of citizen eyeballs were given access to a city’s public surveillance videos, local police forces could crowdsource the work of solving crimes and searching for missing persons. Unfortunately, at the present time, cities are unable to wring any social benefit from video footage of public spaces. The most formidable barrier is not government-imposed secrecy, but the fact that as cameras and computers have grown cheaper, a large and fast-growing “mom and pop” surveillance state has taken over most of the filming of public spaces.

While we fear spooky government surveillance, the reality is that we’re much more likely to be filmed by security cameras owned by shopkeepers, landlords, medical offices, hotels, homeowners, and schools. These businesses, organizations, and individuals install cameras in public areas for practical reasons—to reduce their insurance costs, to prevent lawsuits, or to combat shoplifting. In the absence of regulations governing their use, private camera owners store video footage in a wide variety of locations, for varying retention periods.

The unfortunate (and unintended) result of this informal and decentralized network of public surveillance is that video files are not easy to access, even for police officers on official business. After a crime or terrorist attack occurs, local police (or attorneys armed with a subpoena) go from door to door to manually collect video evidence. Once they have the videos in hand, their next challenge is searching for the right “codex” to crack the dozens of different file formats they encounter so they can watch and analyze the footage.

The result of these practical barriers is that as it stands today, only people with considerable legal or political clout are able to successfully gain access into a city’s privately-owned, ad-hoc collections of public surveillance videos. Not only are cities missing the opportunity to streamline routine evidence-gathering police work, they’re missing a radically transformative benefit that would become possible once video footage from thousands of different security cameras were pooled into a single repository: the ability to apply the power of citizen eyeballs to the work of improving public safety.

Why We Need Extreme Transparency
When regular people can’t access their own surveillance videos, there can be no data justice. While we wait for the law to catch up with the reality of modern urban life, citizens and city governments should use technology to address the problem that lies at the heart of surveillance: a power imbalance between those who control the cameras and those who don’t.

Cities should permit individuals and organizations to install and deploy as many public-facing cameras as they wish, but with the mandate that camera owners must place all resulting video footage into the mercilessly bright sunshine of an open data trust. This way, cloud computing, open APIs, and artificial intelligence software can help combat abuses of surveillance and give citizens insight into who’s filming us, where, and why.

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Posted in Human Robots

#434246 How AR and VR Will Shape the Future of ...

Posted on December 28, 2018 by Android

How we work and play is about to transform.

After a prolonged technology “winter”—or what I like to call the ‘deceptive growth’ phase of any exponential technology—the hardware and software that power virtual (VR) and augmented reality (AR) applications are accelerating at an extraordinary rate.

Unprecedented new applications in almost every industry are exploding onto the scene.

Both VR and AR, combined with artificial intelligence, will significantly disrupt the “middleman” and make our lives “auto-magical.” The implications will touch every aspect of our lives, from education and real estate to healthcare and manufacturing.

The Future of Work
How and where we work is already changing, thanks to exponential technologies like artificial intelligence and robotics.

But virtual and augmented reality are taking the future workplace to an entirely new level.

Virtual Reality Case Study: eXp Realty

I recently interviewed Glenn Sanford, who founded eXp Realty in 2008 (imagine: a real estate company on the heels of the housing market collapse) and is the CEO of eXp World Holdings.

Ten years later, eXp Realty has an army of 14,000 agents across all 50 US states, three Canadian provinces, and 400 MLS market areas… all without a single traditional staffed office.

In a bid to transition from 2D interfaces to immersive, 3D work experiences, virtual platform VirBELA built out the company’s office space in VR, unlocking indefinite scaling potential and an extraordinary new precedent.

Real estate agents, managers, and even clients gather in a unique virtual campus, replete with a sports field, library, and lobby. It’s all accessible via head-mounted displays, but most agents join with a computer browser. Surprisingly, the campus-style setup enables the same type of water-cooler conversations I see every day at the XPRIZE headquarters.

With this centralized VR campus, eXp Realty has essentially thrown out overhead costs and entered a lucrative market without the same constraints of brick-and-mortar businesses.

Delocalize with VR, and you can now hire anyone with internet access (right next door or on the other side of the planet), redesign your corporate office every month, throw in an ocean-view office or impromptu conference room for client meetings, and forget about guzzled-up hours in traffic.

As a leader, what happens when you can scalably expand and connect your workforce, not to mention your customer base, without the excess overhead of office space and furniture? Your organization can run faster and farther than your competition.

But beyond the indefinite scalability achieved through digitizing your workplace, VR’s implications extend to the lives of your employees and even the future of urban planning:

Home Prices: As virtual headquarters and office branches take hold of the 21st-century workplace, those who work on campuses like eXp Realty’s won’t need to commute to work. As a result, VR has the potential to dramatically influence real estate prices—after all, if you don’t need to drive to an office, your home search isn’t limited to a specific set of neighborhoods anymore.

Transportation: In major cities like Los Angeles and San Francisco, the implications are tremendous. Analysts have revealed that it’s already cheaper to use ride-sharing services like Uber and Lyft than to own a car in many major cities. And once autonomous “Car-as-a-Service” platforms proliferate, associated transportation costs like parking fees, fuel, and auto repairs will no longer fall on the individual, if not entirely disappear.

Augmented Reality: Annotate and Interact with Your Workplace

As I discussed in a recent Spatial Web blog, not only will Web 3.0 and VR advancements allow us to build out virtual worlds, but we’ll soon be able to digitally map our real-world physical offices or entire commercial high-rises.

Enter a professional world electrified by augmented reality.

Our workplaces are practically littered with information. File cabinets abound with archival data and relevant documents, and company databases continue to grow at a breakneck pace. And, as all of us are increasingly aware, cybersecurity and robust data permission systems remain a major concern for CEOs and national security officials alike.

What if we could link that information to specific locations, people, time frames, and even moving objects?

As data gets added and linked to any given employee’s office, conference room, or security system, we might then access online-merge-offline environments and information through augmented reality.

Imagine showing up at your building’s concierge and your AR glasses automatically check you into the building, authenticating your identity and pulling up any reminders you’ve linked to that specific location.

You stop by a friend’s office, and his smart security system lets you know he’ll arrive in an hour. Need to book a public conference room that’s already been scheduled by another firm’s marketing team? Offer to pay them a fee and, once accepted, a smart transaction will automatically deliver a payment to their company account.

With blockchain-verified digital identities, spatially logged data, and virtually manifest information, business logistics take a fraction of the time, operations grow seamless, and corporate data will be safer than ever.

Or better yet, imagine precise and high-dexterity work environments populated with interactive annotations that guide an artisan, surgeon, or engineer through meticulous handiwork.

Take, for instance, AR service 3D4Medical, which annotates virtual anatomy in midair. And as augmented reality hardware continues to advance, we might envision a future wherein surgeons perform operations on annotated organs and magnified incision sites, or one in which quantum computer engineers can magnify and annotate mechanical parts, speeding up reaction times and vastly improving precision.

The Future of Free Time and Play
In Abundance, I wrote about today’s rapidly demonetizing cost of living. In 2011, almost 75 percent of the average American’s income was spent on housing, transportation, food, personal insurance, health, and entertainment. What the headlines don’t mention: this is a dramatic improvement over the last 50 years. We’re spending less on basic necessities and working fewer hours than previous generations.

Chart depicts the average weekly work hours for full-time production employees in non-agricultural activities. Source: Diamandis.com data
Technology continues to change this, continues to take care of us and do our work for us. One phrase that describes this is “technological socialism,” where it’s technology, not the government, that takes care of us.

Extrapolating from the data, I believe we are heading towards a post-scarcity economy. Perhaps we won’t need to work at all, because we’ll own and operate our own fleet of robots or AI systems that do our work for us.

As living expenses demonetize and workplace automation increases, what will we do with this abundance of time? How will our children and grandchildren connect and find their purpose if they don’t have to work for a living?

As I write this on a Saturday afternoon and watch my two seven-year-old boys immersed in Minecraft, building and exploring worlds of their own creation, I can’t help but imagine that this future is about to enter its disruptive phase.

Exponential technologies are enabling a new wave of highly immersive games, virtual worlds, and online communities. We’ve likely all heard of the Oasis from Ready Player One. But far beyond what we know today as ‘gaming,’ VR is fast becoming a home to immersive storytelling, interactive films, and virtual world creation.

Within the virtual world space, let’s take one of today’s greatest precursors, the aforementioned game Minecraft.

For reference, Minecraft is over eight times the size of planet Earth. And in their free time, my kids would rather build in Minecraft than almost any other activity. I think of it as their primary passion: to create worlds, explore worlds, and be challenged in worlds.

And in the near future, we’re all going to become creators of or participants in virtual worlds, each populated with assets and storylines interoperable with other virtual environments.

But while the technological methods are new, this concept has been alive and well for generations. Whether you got lost in the world of Heidi or Harry Potter, grew up reading comic books or watching television, we’ve all been playing in imaginary worlds, with characters and story arcs populating our minds. That’s the nature of childhood.

In the past, however, your ability to edit was limited, especially if a given story came in some form of 2D media. I couldn’t edit where Tom Sawyer was going or change what Iron Man was doing. But as a slew of new software advancements underlying VR and AR allow us to interact with characters and gain (albeit limited) agency (for now), both new and legacy stories will become subjects of our creation and playgrounds for virtual interaction.

Take VR/AR storytelling startup Fable Studio’s Wolves in the Walls film. Debuting at the 2018 Sundance Film Festival, Fable’s immersive story is adapted from Neil Gaiman’s book and tracks the protagonist, Lucy, whose programming allows her to respond differently based on what her viewers do.

And while Lucy can merely hand virtual cameras to her viewers among other limited tasks, Fable Studio’s founder Edward Saatchi sees this project as just the beginning.

Imagine a virtual character—either in augmented or virtual reality—geared with AI capabilities, that now can not only participate in a fictional storyline but interact and dialogue directly with you in a host of virtual and digitally overlayed environments.

Or imagine engaging with a less-structured environment, like the Star Wars cantina, populated with strangers and friends to provide an entirely novel social media experience.

Already, we’ve seen characters like that of Pokémon brought into the real world with Pokémon Go, populating cities and real spaces with holograms and tasks. And just as augmented reality has the power to turn our physical environments into digital gaming platforms, advanced AR could bring on a new era of in-home entertainment.

Imagine transforming your home into a narrative environment for your kids or overlaying your office interior design with Picasso paintings and gothic architecture. As computer vision rapidly grows capable of identifying objects and mapping virtual overlays atop them, we might also one day be able to project home theaters or live sports within our homes, broadcasting full holograms that allow us to zoom into the action and place ourselves within it.

Increasingly honed and commercialized, augmented and virtual reality are on the cusp of revolutionizing the way we play, tell stories, create worlds, and interact with both fictional characters and each other.

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Posted in Human Robots

#433911 Thanksgiving Food for Thought: The Tech ...

Posted on November 22, 2018 by Android

With the Thanksgiving holiday upon us, it’s a great time to reflect on the future of food. Over the last few years, we have seen a dramatic rise in exponential technologies transforming the food industry from seed to plate. Food is important in many ways—too little or too much of it can kill us, and it is often at the heart of family, culture, our daily routines, and our biggest celebrations. The agriculture and food industries are also two of the world’s biggest employers. Let’s take a look to see what is in store for the future.

Robotic Farms
Over the last few years, we have seen a number of new companies emerge in the robotic farming industry. This includes new types of farming equipment used in arable fields, as well as indoor robotic vertical farms. In November 2017, Hands Free Hectare became the first in the world to remotely grow an arable crop. They used autonomous tractors to sow and spray crops, small rovers to take soil samples, drones to monitor crop growth, and an unmanned combine harvester to collect the crops. Since then, they’ve also grown and harvested a field of winter wheat, and have been adding additional technologies and capabilities to their arsenal of robotic farming equipment.

Indoor vertical farming is also rapidly expanding. As Engadget reported in October 2018, a number of startups are now growing crops like leafy greens, tomatoes, flowers, and herbs. These farms can grow food in urban areas, reducing transport, water, and fertilizer costs, and often don’t need pesticides since they are indoors. IronOx, which is using robots to grow plants with navigation technology used by self-driving cars, can grow 30 times more food per acre of land using 90 percent less water than traditional farmers. Vertical farming company Plenty was recently funded by Softbank’s Vision Fund, Jeff Bezos, and others to build 300 vertical farms in China.

These startups are not only succeeding in wealthy countries. Hello Tractor, an “uberized” tractor, has worked with 250,000 smallholder farms in Africa, creating both food security and tech-infused agriculture jobs. The World Food Progam’s Innovation Accelerator (an impact partner of Singularity University) works with hundreds of startups aimed at creating zero hunger. One project is focused on supporting refugees in developing “food computers” in refugee camps—computerized devices that grow food while also adjusting to the conditions around them. As exponential trends drive down the costs of robotics, sensors, software, and energy, we should see robotic farming scaling around the world and becoming the main way farming takes place.

Cultured Meat
Exponential technologies are not only revolutionizing how we grow vegetables and grains, but also how we generate protein and meat. The new cultured meat industry is rapidly expanding, led by startups such as Memphis Meats, Mosa Meats, JUST Meat, Inc. and Finless Foods, and backed by heavyweight investors including DFJ, Bill Gates, Richard Branson, Cargill, and Tyson Foods.

Cultured meat is grown in a bioreactor using cells from an animal, a scaffold, and a culture. The process is humane and, potentially, scientists can make the meat healthier by adding vitamins, removing fat, or customizing it to an individual’s diet and health concerns. Another benefit is that cultured meats, if grown at scale, would dramatically reduce environmental destruction, pollution, and climate change caused by the livestock and fishing industries. Similar to vertical farms, cultured meat is produced using technology and can be grown anywhere, on-demand and in a decentralized way.

Similar to robotic farming equipment, bioreactors will also follow exponential trends, rapidly falling in cost. In fact, the first cultured meat hamburger (created by Singularity University faculty Member Mark Post of Mosa Meats in 2013) cost $350,000 dollars. In 2018, Fast Company reported the cost was now about $11 per burger, and the Israeli startup Future Meat Technologies predicted they will produce beef at about $2 per pound in 2020, which will be competitive with existing prices. For those who have turkey on their mind, one can read about New Harvest’s work (one of the leading think tanks and research centers for the cultured meat and cellular agriculture industry) in funding efforts to generate a nugget of cultured turkey meat.

One outstanding question is whether cultured meat is safe to eat and how it will interact with the overall food supply chain. In the US, regulators like the Food and Drug Administration (FDA) and the US Department of Agriculture (USDA) are working out their roles in this process, with the FDA overseeing the cellular process and the FDA overseeing production and labeling.

Food Processing
Tech companies are also making great headway in streamlining food processing. Norwegian company Tomra Foods was an early leader in using imaging recognition, sensors, artificial intelligence, and analytics to more efficiently sort food based on shape, composition of fat, protein, and moisture, and other food safety and quality indicators. Their technologies have improved food yield by 5-10 percent, which is significant given they own 25 percent of their market.

These advances are also not limited to large food companies. In 2016 Google reported how a small family farm in Japan built a world-class cucumber sorting device using their open-source machine learning tool TensorFlow. SU startup Impact Vision uses hyper-spectral imaging to analyze food quality, which increases revenues and reduces food waste and product recalls from contamination.

These examples point to a question many have on their mind: will we live in a future where a few large companies use advanced technologies to grow the majority of food on the planet, or will the falling costs of these technologies allow family farms, startups, and smaller players to take part in creating a decentralized system? Currently, the future could flow either way, but it is important for smaller companies to take advantage of the most cutting-edge technology in order to stay competitive.

Food Purchasing and Delivery
In the last year, we have also seen a number of new developments in technology improving access to food. Amazon Go is opening grocery stores in Seattle, San Francisco, and Chicago where customers use an app that allows them to pick up their products and pay without going through cashier lines. Sam’s Club is not far behind, with an app that also allows a customer to purchase goods in-store.

The market for food delivery is also growing. In 2017, Morgan Stanley estimated that the online food delivery market from restaurants could grow to $32 billion by 2021, from $12 billion in 2017. Companies like Zume are pioneering robot-powered pizza making and delivery. In addition to using robotics to create affordable high-end gourmet pizzas in their shop, they also have a pizza delivery truck that can assemble and cook pizzas while driving. Their system combines predictive analytics using past customer data to prepare pizzas for certain neighborhoods before the orders even come in. In early November 2018, the Wall Street Journal estimated that Zume is valued at up to $2.25 billion.

Looking Ahead
While each of these developments is promising on its own, it’s also important to note that since all these technologies are in some way digitized and connected to the internet, the various food tech players can collaborate. In theory, self-driving delivery restaurants could share data on what they are selling to their automated farm equipment, facilitating coordination of future crops. There is a tremendous opportunity to improve efficiency, lower costs, and create an abundance of healthy, sustainable food for all.

On the other hand, these technologies are also deeply disruptive. According to the Food and Agricultural Organization of the United Nations, in 2010 about one billion people, or a third of the world’s workforce, worked in the farming and agricultural industries. We need to ensure these farmers are linked to new job opportunities, as well as facilitate collaboration between existing farming companies and technologists so that the industries can continue to grow and lead rather than be displaced.

Just as importantly, each of us might think about how these changes in the food industry might impact our own ways of life and culture. Thanksgiving celebrates community and sharing of food during a time of scarcity. Technology will help create an abundance of food and less need for communities to depend on one another. What are the ways that you will create community, sharing, and culture in this new world?

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#433883 5 Reasons To Consider a Career in ...

Posted on November 14, 2018 by Android

Are you interested in technology? Do you love to read about the latest advances in artificial intelligence or computer science applications? If so, you may want to consider pursuing a career as a machine learning engineer. This rapidly growing field offers the opportunity to be on the forefront of technological advances and shape the future …

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Posted in Human Robots

#433827 5 Reasons To Consider a Career in ...

Posted on November 7, 2018 by Android

Are you interested in technology? Do you love to read about the latest advances in artificial intelligence or computer science applications? If so, you may want to consider pursuing a career as a machine learning engineer. This rapidly growing field offers the opportunity to be on the forefront of technological advances and shape the future …

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Posted in Human Robots