Tag Archives: automation

March 2017 in Review

Most frightening stories:

  • La Paz, Bolivia, is in a serious crisis caused by loss of its glacier-fed water supply. At the same time we are losing glaciers and snowpack in important food-growing regions, the global groundwater situation is also looking bleak. And for those of us trying to do our little part for water conservation, investing in a residential graywater system can take around 15 years to break even at current costs and water rates.
  • Trump admires Andrew Jackson, who I consider a genocidal lunatic and the worst President in U.S. history.
  • Fluoridated drinking water could eventually be looked back on as a really stupid idea that damaged several generations of developing brains, like leaded gasoline. Or not…I’m not sure who to believe on the issue but caution is clearly warranted.

Most hopeful stories:

  • A new political survey says there is a chance that a majority of Americans are not bat-shit crazy. Which suggests they might not be too serious about Steve Bannon, who believes in some bat-shit crazy stuff. There are a number of apps and guides out there to help sane people pester our elected representatives when they fail to represent our interests.
  • South Korean women are projected to be the first to break the barrier of an average life expectancy of 90, with a 50% probability of this happening by 2030.
  • Advanced power strips can reduce the so-called “vampire loads” of our modern electronic devices that are never really off.

Most interesting stories, that were not particularly frightening or hopeful, or perhaps were a mixture of both:

  • This long NASA article first gets you excited about the possibility of life on eight new planets it has just discovered, and then throws cold water (actually, make that lethal X-rays) all over your excitement.
  • Bill Gates has proposed a “robot tax”. The basic idea is that if and when automation starts to increase productivity, you could tax the increase in profits and use the money to help any workers displaced by the automation. In related somewhat boring economic news, there are a variety of theories as to why a raise in the minimum wage does not appear to cause unemployment as classical economic theory would predict.
  • CRISPR could be used to create new crops out of the wild ancestors of our current crops.

self-driving cars, sustainability, and urban form

The debate about the likely impacts of self-driving cars rages on. This article suggests they will “kill the desire for better public transport, and wipe out the jobs of current drivers, plus many other jobs in the transportation system.” I think these charges may be true, but I think the overall impact will depend on the community. I have oriented my life around the idea of taking most of my daily trips for work, shopping, education, and social events on foot. I’ve been doing this for about 15 years, but the advent of ride sharing and mainstreaming of delivery services has made me a lot more comfortable doing it, and has made me comfortable doing it with a young family. There are other people like me out there. On the other hand, I am sure there are also people who live car-dependent lifestyles now who will be even more car-dependent in the future, and if that lifestyle choice becomes even more dominant, it could lead to even less demand for walkable cities in the future. Remember though that most cars are parked most of the time, so even if vehicle miles traveled stay the same or increase, any decrease in demand for private car ownership could have some positive effect on land use for more productive and sustainable uses other than parking (in other words, almost any uses at all).

So I just don’t think we know. I think cities should double down on livability and walkability, but not fight this technology which is probably inevitable. In fact, I think they should treat the technology as inevitable and think about how they can use it to develop more flexible, adaptable public transportation going forward.

choosing a college major

For some reason, I was thinking today on what advice I would give a high school senior on picking a college major. Now, I believe in education for its own sake, and I believe there is a difference between education and training, but I would still have to advise someone who asked to consider a major with significant economic value. I think I would recommend a fairly traditional science or engineering degree to most people, because this leaves open many options for specialization in graduate school.

I think computer science will continue to be a hot field for the foreseeable future, and genetics is probably the emerging hot field right now. You really couldn’t go wrong picking one of these two majors.

If you want to go the computer science route, the obvious major is, well computer science. There are also computer engineering programs out there, and either electrical or mechanical engineering would be a good undergraduate foundation while leaving options open for a number of different careers. Good old mathematics is also an option.

If you want to go the genetics route, biology is the obvious major. Chemistry or chemical engineering would also lead to your knowing your way around a laboratory, while leaving all sorts of possible career options open in the chemical, energy, and pharmaceutical industries. Some schools have programs in biological, biomedical, and agricultural engineering that might have relevant training.

If these majors just aren’t your thing, other remaining traditional professions like law, medicine/nursing, architecture, and accounting should still be reasonable career paths. Teaching and child care are honorable professions but don’t get paid what they are worth to society, at least in the United States. You have to be a little careful with accounting, because you hear so much about basic bookkeeping functions being automated. But people who really understand the tax code and helping companies comply with financial laws should always be in demand. I might put my own profession of civil and environmental engineering in this category – it is not a path to fantastic wealth, but it is not likely to go away. Chemical engineering probably gives a person more flexibility to work in either the public or private sector, but it was just not my thing. I have no regrets about the path I have chosen and would recommend it to anyone if the field really interests you.

Now, if you really have your heart set on a liberal arts or fine arts degree, I think that is great. I might advise someone to do some training in a skill on the side or over the summers. You can still make a living as a plumber, electrician, or mechanic, for example. You can also learn to work with specialized software such as geographic information systems.

Bill Gates’s Robot Tax

In this interview, Bill Gates proposes a “robot tax”. The basic idea is that if and when automation starts to increase productivity, you could tax the increase in profits and use the money to help any workers displaced by the automation. Gates’s idea is to use the money to repurpose these workers to jobs that are not easily automated and are currently undervalued in the marketplace, such as teaching and childcare.

2016 in Review

Each month this year, I picked three scary, three hopeful, and three interesting posts or groups of post from the month. Now I’m going to pick one of those three to represent each of the months. The choices are fairly arbitrary and the main point is just to review what the media was saying and what I was thinking about over the course of the year. Then I’ll see if I can identify any trends or come up with any insights.

Most Frightening Stories of the Year

  • JANUARYPaul Ehrlich is still worried about population. 82% of scientists agree.
  • FEBRUARY77% of jobs in China may be threatened by automation.
  • MARCH: An IMF official uttered the words “economic derailment“. That sounds like it could be a real train wreck. Meanwhile Robert Gordon has expanded his pessimistic article on future growth into a book.
  • APRIL: Robert Paxton says Trump is pretty much a fascist. Although conditions are different and he doesn’t believe everything the fascists believed. Umberto Eco once said that fascists don’t believe anything, they will say anything and then what they do once in office has nothing to do with what they said.
  • MAY: The situation in Venezuela may be a preview of what the collapse of a modern country looks like.
  • JUNE: Trump may very well have organized crime links. And Moody’s says that if he gets elected and manages to do the things he says, it could crash the economy.
  • JULY: The CIA is just not that good at spying.
  • AUGUST: A former U.S. secretary of defense thinks the risk of nuclear war is higher now than during the cold war. The Republic Party platform appears to be outright in favor of nuclear weapons, while the Democratic Party platform includes a tepid commitment to maybe “reducing reliance” and spending on nuclear weapons. Jeffrey Sachs says the Syria War has become essentially a U.S.-Russia proxy war.
  • SEPTEMBER: The ecological footprint situation is not looking too promising: “from 1993 to 2009…while the human population has increased by 23% and the world economy has grown 153%, the human footprint has increased by just 9%. Still, 75% the planet’s land surface is experiencing measurable human pressures. Moreover, pressures are perversely intense, widespread and rapidly intensifying in places with high biodiversity.” Meanwhile, as of 2002 “we appropriate over 40% of the net primary productivity (the green material) produced on Earth each year (Vitousek et al. 1986, Rojstaczer et al. 2001). We consume 35% of the productivity of the oceanic shelf (Pauly and Christensen 1995), and we use 60% of freshwater run-off (Postel et al. 1996). The unprecedented escalation in both human population and consumption in the 20th century has resulted in environmental crises never before encountered in the history of humankind and the world (McNeill 2000). E. O. Wilson (2002) claims it would now take four Earths to meet the consumption demands of the current human population, if every human consumed at the level of the average US inhabitant.” And finally, 30% of African elephants have been lost in the last 7 years.
  • OCTOBER: According to James Hansen, the world needs “negative” greenhouse gas emissions right away, meaning an end to fossil fuel burning and improvements to agriculture, forestry, and soil conservation practices to absorb carbon. Part of the current problem is unexpected and unexplained increases in methane concentrations in the atmosphere.
  • NOVEMBER: Is there really any doubt what the most frightening story of November 2016 was? The United Nations Environment Program says we are on a track for 3 degrees C over pre-industrial temperatures, not the “less than 2” almost all serious people (a category that excludes 46% of U.S. voters, apparently) agree is needed. This story was released before the U.S. elected an immoral science denier as its leader. One theory is that our culture has lost all ability to separate fact from fiction. Perhaps states could take on more of a leadership role if the federal government is going to be immoral? Washington State voters considered a carbon tax that could have been a model for other states, and voted it down, in part because environmental groups didn’t like that it was revenue neutral. Adding insult to injury, WWF released its 2016 Living Planet Report, which along with more fun climate change info includes fun facts like 58% of all wild animals have disappeared. There is a 70-99% chance of a U.S. Southwest “mega-drought” lasting 35 years or longer this century. But don’t worry, this is only “if emissions of greenhouse gases remain unchecked”. Oh, and climate change is going to begin to strain the food supply worldwide, which is already strained by population, demand growth, and water resources depletion even without it.
  • DECEMBER: The geopolitical situation is not good. If Russia did hack the U.S. election, it wouldn’t be the first election they have hacked. The wars in Afghanistan and Iraq are not over, and the rest of the greater Middle East is increasingly a mess.

Most Hopeful Stories of the Year

Most Interesting Stories of the Year

  • JANUARY: The World Economic Forum focused on technology: “The possibilities of billions of people connected by mobile devices, with unprecedented processing power, storage capacity, and access to knowledge, are unlimited. And these possibilities will be multiplied by emerging technology breakthroughs in fields such as artificial intelligence, robotics, the Internet of Things, autonomous vehicles, 3-D printing, nanotechnology, biotechnology, materials science, energy storage, and quantum computing.”
  • FEBRUARYTitanium dioxide is the reason Oreo filling is so white.
  • MARCH: Michael Pollan urged us to eat food. not too much. mostly psychedelic mushrooms.
  • APRIL: Genes can now be programmed just like circuits.
  • MAY: The world has about a billion dogs.
  • JUNE: Switzerland finished an enormous tunnel through the Alps that took 20 years to build.
  • JULY: I was a little side-tracked by U.S. Presidential politics. Nate Silver launched his general election site, putting the odds about 80-20 in favor of Hillary at the beginning of the month. The odds swung toward Trump over the course of the month as the two major party conventions took place (one in my backyard), but by the end of the month they were back to about 70-30 in favor of Hillary. During the month I mused about NAFTA, the fall of the Republic, the banana republicThe Art of the Deal, how to debate Trump, and Jon Stewart.
  • AUGUST: Here is a short video explaining the Fermi Paradox, which asks why there are no aliens. Meanwhile Russian astronomers are saying there might be aliens.
  • SEPTEMBERMonsanto is trying to help honeybees (which seems good) by monkeying with RNA (which seems a little frightening). Yes, biotech is coming.
  • OCTOBERNeil deGrasse Tyson says “we might expect to find as many as 100 alien civilizations in our galaxy communicating with radio waves right now.”
  • NOVEMBER: New technology can survey and create a 3D model of a room in seconds.
  • DECEMBER: According to Bill Gates, “new genome technologies are at the cusp of affecting us all in profound ways”. But an article in Nature says we should not be too hopeful about living much past 100.

And now for trends and insights…

Serious long-term threats related to population, food, water resources, natural capital depletion, biodiversity loss, and climate change. These are all inter-related. In past years I probably would have suggested that these threats are so likely and so consequential that we should focus nearly all our efforts on them. But things have changed a bit over the past year. Now it appears that we face dire short term threats as well in the form of serious geopolitical instability, risk of war and global economic stagnation. If you don’t deal with short term threats you might not be around to deal with the long term ones. And voters have chosen leaders in the past year who have no intention of dealing with the long term threats. They make no serious attempt to understand their nature or root causes. In fact, they don’t even acknowledge that the threats exist in many cases.

War. The possibility of war is certainly the biggest short-term threat we face. If we get through the next 4-8 years without a war between major powers or any sort of nuclear detonation, we will have to consider that a win. The greater Middle East from North Africa to Afghanistan is dangerously unstable, and the U.S. has already been drawn into a proxy war with Saudi Arabia and its allies on one side and Iran and Russia on the other side. And it appears that Russia may have played a direct role in influencing the U.S. election. An accidental clash between U.S. and Russian forces in Syria, Eastern Europe, or over the world’s oceans could be enough to set off a series of escalations and miscalculations that leads to a war nobody wants or stands to gain anything from. A naval confrontation between the U.S. and China could be a similar risk.

The Great Recession. Although the U.S. economy has picked up, the overall global growth and employment situation is deeply concerning. Rather than just a cyclical downturn, it may be a long term trend driven by demographics, debt, and underemployment caused by automation. The automation trend is going to be relentless. The 2007-8 financial crisis caused by excessive risk taking in the U.S. finance industry may just have been the straw that broke the camel’s back and made the long-term trends obvious, and another financial crisis that severe at a time of weakness might be the one the world doesn’t recover from. Our new U.S. leaders are already working with big business to roll back the necessary but still inadequate protections put in place after the ’07-8 crisis. Costs and risks imposed by climate change are not going to make the economy any better.

Technology. Technology brings us grave concern over the employment situation, but also great hope that we could see a long-term pickup in productivity, and therefore our overall wealth and quality of life. Of course, an increase in overall wealth and quality of life may help only a small slice of society if that society is structured to concentrate rather than share the wealth, and the leaders we have chosen in the U.S. for the next few years are clearly committed to the former. Extreme concentration of wealth could lead us eventually to a situation of such instability that the only outcomes are armed revolution in the streets or else absolute authoritarian control.

But let’s optimistically assume that our political system eventually comes up with a consensus on sharing the wealth. Now a higher rate of productivity growth (within ecological limits) would be good for everyone. In this world, people whose jobs are displaced by automation would be quickly retrained for new jobs, and they would be educated in the first place so that they are very flexible and adaptable to changing conditions. Over time, we could become so rich that we simply don’t have to work so much, and we could devote more of our time to leisure activities, learning for the sake of learning, the arts, civic and social activities, etc.

This might seem like a utopian vision, but it has happened in the past. People used to work incredibly long, hard hours to grow just enough food to survive, and they didn’t live all that long at that. Later people used to work long, hard hours in factories and sweat shops. Technology, cheap energy, and the wealth they have brought have made huge changes in working hours and life expectancy for most of us. With technology seemingly advancing all around us, the puzzle is why we aren’t seeing similarly spectacular advances today as we have seen in the past.

Advances like the tractor and electricity were enormous changes at the time of course. Maybe today’s technological advances, even though they seem impressive to us, simply aren’t as dramatic as these advances were in their time. That is the basic thesis of Robert Gordon, who I mention above. The World Economic Forum and Nouriel Roubini articles I mention above have good summaries of the advances we are seeing. Roubini categorizes them as:

  • ET (energy technologies, including new forms of fossil fuels such as shale gas and oil and alternative energy sources such as solar and wind, storage technologies, clean tech, and smart electric grids).
  • BT (biotechnologies, including genetic therapy, stem cell research, and the use of big data to reduce health-care costs radically and allow individuals to live much longer and healthier lives).
  • IT (information technologies, such as Web 2.0/3.0, social media, new apps, the Internet of Things, big data, cloud computing, artificial intelligence, and virtual reality devices).
  • MT (manufacturing technologies, such as robotics, automation, 3D printing, and personalized manufacturing).
  • FT (financial technologies that promise to revolutionize everything from payment systems to lending, insurance services and asset allocation).
  • DT (defense technologies, including the development of drones and other advanced weapon systems).

Roubini acknowledges the argument that these advances are not the equivalent of past advances, but also suggests that we may be in the lag phase between when technological advances happen and when they begin to have obvious effects on productivity. I think I said it pretty well in my post so I’ll repeat what I said:

Although the plow, the printing press, the steam engine, electricity, etc. were game changing, the game didn’t change as soon as they were invented. They had to catch on, infrastructure had to be built, resistance to change had to be overcome, and it took awhile. Each successive revolution happened faster though, which is why I am skeptical that this time is different… I think there is a lag, and it just hasn’t hit yet. If and when there is a sharp technology-driven surge in productivity, it doesn’t mean everything is going to instantly be great for everybody. As we produce more with less effort, there will be winners and losers, haves and have nots. And there will be a lag between when that starts and when it gets resolved. And just to beat a dead horse, we can’t just keep producing and consuming more forever unless we figure out a way to do that without growing our ecological footprint. And, we need to watch out for those defense technologies.

The information technology is all around us now, and the biotechnology is just starting to take off. 2017 could be the year when we have the same excitement in the popular imagination about biotech as we saw with the internet in the mid-1990s. Or maybe it will take a few years.

It is possible that our technology could advance so fast that ecological limits will cease to be relevant before they begin to exert a major drag force on our global economy and society. I don’t think it is safe to put all our eggs in that basket though. I am also saddened by the extreme and seemingly accelerating destruction of our planet’s ecosystems as we have known them throughout human history. We can try to preserve some of what is left, but even if we are successful it will be more like a museum or zoo recording what we used to have than a real, large-scale functioning planetary ecosystem.

There, I ended on a pretty pessimistic note. That’s how I feel at the moment. Not all stories have to have a happy ending. (This is exactly why King Lear is my favorite Shakespeare play, because the bad guys do bad things and get away with it, and sometimes real life is like that.) I just don’t want to get my hopes up about 2017. Come on 2017, maybe you will pleasantly surprise me.

Roomba vs. weeds

There’s a new robot that can weed your garden.

The Tertill was designed to survive outdoors. The latest prototype uses four-wheel drive to navigate a variety of terrains unsupervised and inward-tilting wheels so the robot can grip surfaces and extricate itself when it drives onto rocks and into holes. The Tertill also relies on capacitive sensors, which help it avoid obstructions and understand when to activate its weed-whacker.

The mechanism functions without machine-vision software, which Franklin Robotics says is not yet robust enough to distinguish weeds from plants, at least not at an affordable price. When the Tertill rolls over a plant that is shorter than its one-inch-high bumper, it assumes the plant is a weed, activates its trimmer, and cuts it. It turns away from plants that are taller than its bumper, and from metal collars that should be installed to protect seedlings.

By the time the Tertill goes on sale—likely via a crowdfunding campaign—the robot will have two more garden-related capabilities. It will wirelessly transmit data about plant and soil health to owners’ smartphones, so they can improve their gardens, and it will repel foraging animals such as rabbits and squirrels by moving and making noise when they approach.

November 2016 in Review

Sometimes you look back on a month and feel like nothing very important happened. But November 2016 was obviously not one of those months! I am not going to make any attempt to be apolitical here. I was once a registered independent and still do not consider myself a strong partisan. However, I like to think of myself as being on the side of facts, logic, problem solving, morality and basic goodness. Besides, this blog is about the future of our human civilization and human race. I can’t pretend our chances didn’t just take a turn for the worse.

3 most frightening stories

  • Is there really any doubt what the most frightening story of November 2016 was? The United Nations Environment Program says we are on a track for 3 degrees C over pre-industrial temperatures, not the “less than 2” almost all serious people (a category that excludes 46% of U.S. voters, apparently) agree is needed. This story was released before the U.S. elected an immoral science denier as its leader. One theory is that our culture has lost all ability to separate fact from fiction. Perhaps states could take on more of a leadership role if the federal government is going to be immoral? Washington State voters considered a carbon tax that could have been a model for other states, and voted it down, in part because environmental groups didn’t like that it was revenue neutral. Adding insult to injury, WWF released its 2016 Living Planet Report, which along with more fun climate change info includes fun facts like 58% of all wild animals have disappeared. There is a 70-99% chance of a U.S. Southwest “mega-drought” lasting 35 years or longer this century. But don’t worry, this is only “if emissions of greenhouse gases remain unchecked”. Oh, and climate change is going to begin to strain the food supply worldwide, which is already strained by population, demand growth, and water resources depletion even without it.
  • Technological unemployment may be starting to take hold, and might be an underlying reason behind some of the resentment directed at mainstream politicians. If you want a really clear and concise explanation of this issue, you could ask a smart person like, say, Barack Obama.
  • According to left wing sources like Forbes, an explosion of debt-financed spending on conventional and nuclear weapons is an expected consequence of the election. Please, Mr. Trump, prove them wrong!

3 most hopeful stories

3 most interesting stories

Obama on technological unemployment

In his New Yorker interview, Obama also had a few things to say about technological unemployment.

Trump had triumphed in rural America by appealing to a ferment of anti-urban, anti-coastal feeling. And yet Obama dismissed the notion that the Republicans had captured the issue of inequality. “The Republicans don’t care about that issue,” he said. “There’s no pretense that anything that they’re putting forward, any congressional proposals that are going to come forward, will reduce inequality. . . . What I do concern myself with, and the Democratic Party is going to have to concern itself with, is the fact that the confluence of globalization and technology is making the gap between rich and poor, the mismatch in power between capital and labor, greater all the time. And that’s true globally.

“The prescription that some offer, which is stop trade, reduce global integration, I don’t think is going to work,” he went on. “If that’s not going to work, then we’re going to have to redesign the social compact in some fairly fundamental ways over the next twenty years. And I know how to build a bridge to that new social compact. It begins with all the things we’ve talked about in the past—early-childhood education, continuous learning, job training, a basic social safety net, expanding the earned-income tax credit, investments in infrastructure—which, by definition, aren’t shipped overseas. All of those things accelerate growth, give you more of a runway. But at some point, when the problem is not just Uber but driverless Uber, when radiologists are losing their jobs to A.I., then we’re going to have to figure out how do we maintain a cohesive society and a cohesive democracy in which productivity and wealth generation are not automatically linked to how many hours you put in, where the links between production and distribution are broken, in some sense. Because I can sit in my office, do a bunch of stuff, send it out over the Internet, and suddenly I just made a couple of million bucks, and the person who’s looking after my kid while I’m doing that has no leverage to get paid more than ten bucks an hour.”

One thing I am going to really miss about Obama is the way he has the ability to really understand and articulate the issues facing our country and world so well. I don’t expect that from Trump or the people he is appointing. I would be perfectly happy to be proved wrong.

Structure Sensor

Structure Sensor is a gadget that can supposedly measure an entire room and make a 3D computer model of it in seconds.

Capture dense 3D models with the push of a button

When used as a 3D scanner, Structure Sensor allows you to capture dense geometry in real-time. This enables you to simulate real world physics and create high-fidelity 3D models with high-resolution textures in seconds. The possibilities are incredible.

Measure entire rooms all at once

The magic of 3D depth sensing begins with the ability to capture fast, accurate, dimensions of objects and environments.

And Structure Sensor doesn’t just capture one dimension; it captures everything in view, all at once. Large-scale reconstruction tasks are easy with Structure Sensor & Structure SDK.

It’s $379. I don’t deal with interior design personally, but I know that surveying on engineering projects can be incredibly expensive and time-consuming. If there are technologies that could make it quick, cheap and easy, that would be a game changer.

technological unemployment

This New York Times Magazine article about an American returning home after living abroad is mostly fluff, but it did contain these few interesting paragraphs on technological unemployment.

One day, I drove down Highway 101 to Silicon Valley to meet Reid Hoffman, a partner at the venture-capital firm Greylock and the chairman of LinkedIn, the professional-social-networking company, which was then in the process of being sold to Microsoft for $26.2 billion. Hoffman founded LinkedIn the same year I left for Beijing; now he was a billionaire. He is politically active, having supported and advised Obama and raised money for and donated money to Hillary Clinton. I mentioned how the election had become a referendum of sorts on globalization and trade, yet there had been little discussion about the next big earthquake — artificial intelligence, or the approaching world of self-driving cars, smartphones that can diagnose a melanoma and much more. Globalization may have ravaged blue-collar America, but artificial intelligence could cut through the white-collar professions in much the same way.

Hoffman said the reactions to artificial intelligence range from utopian to dystopian. The utopians predict huge productivity gains and rapid advances in medicine, genetic sequencing, fighting climate change and other areas. The dystopians predict a “Robocalypse” in which machines supplant people and, possibly, threaten humanity itself. “My point of view,” he said, “is that it is a massive transformation and does really impact the future of humanity, but that we can steer it more toward utopia rather than dystopia with intelligence and diligence.”

Either way, another major economic shift is coming, perhaps sooner than people realize. Hoffman said that many of the jobs in today’s economy will change fundamentally during the next 20 years. On the same day I met with Hoffman, Uber announced a pilot program to test self-driving vehicles in Pittsburgh. It also bought a company developing self-driving trucks. “We have to make sure that we don’t have a massive imbalance of society by which you have a small number of people that own the robots and everyone else is scrambling,” he said.

If the current political upheaval in the U.S. and elsewhere is caused by the onset of technological unemployment, we could truly be in trouble, because not only is it going to get worse, it is being completely misdiagnosed. When an illness is misdiagnosed, it can be treated in ineffective or even completely counterproductive ways. If underemployment caused by technological progress is the root of our current problems, the solutions have to lie in providing people with the skills they need to work with the new technology, helping people to build an ownership stake in the technology, lowering barriers to startups and innovators, and providing a safety net for those still left behind through no fault of their own. Instead, we are talking about subsidizing outdated technologies and industries, blaming mythical internal and external enemies for our problems, and removing the limited safety net we have fought so hard to build up until now.