Tag Archives: automation

farm robots

Farm machinery is getting more high-tech and more automated all the time, due in part ot climate change.

Technological improvements from boosting crop yields to data-tracking systems will be required in coming decades as companies adapt to shifts in weather patterns, according to BMI Research. That may increasingly push agribusiness companies, especially grain handlers and input firms, into acquiring agritech startups.

“The rise of agtech use and ‘precision agriculture’ will benefit or disrupt a number of operations and businesses in the process,” the company said in a report Tuesday.

Farmers and businesses around the world are poised to feel the impact of climate change as supplies get disrupted and farmland and yields come under pressure. At the same time, agriculture, one of the largest sources of gas emissions, will face action from regulators targeting livestock and soil management.

 

March 2018 in Review

Most frightening stories:

Most hopeful stories:

  • One large sprawling city could be roughly the economic equivalent of several small high-density cities. This could potentially be good news for the planet if you choose in favor of the latter, and preserve the spaces in between as some combination of natural land and farm land.
  • The problems with free parking, and solutions to the problems, are well known. This could potentially be good news if anything were to be actually done about it. Self-parking cars could be really fantastic for cities.
  • The coal industry continues to collapse, and even the other fossil fuels are saying they are a bunch of whining losers. And yes, I consider this positive. I hope there aren’t too many old ladies whose pensions depend on coal at this point.

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

January 2018 in Review

Most frightening stories:

  • Larry Summers says we have a better than even chance of recession in the next three years. Sounds bad, but I wonder what that stat would look like for any randomly chosen three year period in modern history.
  • The United States is involved in at least seven wars: Afghanistan, Iraq, Syria, Yemen, Libya, Somalia, and Pakistan. Nuclear deterrence may not actually the work.
  • Cape Town, South Africa is in imminent danger of running out of water. Longer term, there are serious concerns about snowpack-dependent water supplies serving large urban populations in Asia and western North America.

Most hopeful stories:

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

2017 in Review

Most frightening stories of 2017:

  • January: The U.S. government may be “planning to roll back or dilute many of the provisions of Dodd-Frank, particularly those that protect consumers from toxic financial products and those that impose restrictions on banks”.
  • February: The Doomsday Clock was moved to 2.5 minutes to midnight. The worst it has ever been was 2 minutes to midnight in the early 1980s. In related news, the idea of a U.S.-China war is looking a bit more plausible. The U.S. military may be considering sending ground troops to Syria.
  • MarchLa 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.
  • April: The U.S. health care market is screwed up seemingly beyond repair. Why can’t we have nice things? Oh right, because our politicians represent big business, not voters. Also, we have forgotten the difference between a dialog and an argument.
  • May: We hit 410 ppm at Mauna Loa.
  • JuneThe Onion shared this uncharacteristically unfunny observation: “MYTH: There is nothing mankind can do to prevent climate change. FACT: There is nothing mankind will do to prevent climate change”. It’s not funny because it’s probably true.
  • July: Long term food security in Asia could be a problem.
  • August: The U.S. construction industry has had negligible productivity gains in the past 40 years.
  • September: During the Vietnam War the United States dropped approximately twice as many tons of bombs in Southeast Asia as the Allied forces combined used against both Germany and Japan in World War II. After the Cold War finally ended, Mikhail Gorbachev made some good suggestions for how to achieve a lasting peace. They were ignored. We may be witnessing the decline of the American Empire as a result.
  • October: It is possible that a catastrophic loss of insects is occurring and that it may lead to ecological collapse. Also, there is new evidence that pollution is harming human health and even the global economy more than previously thought.
  • November: I thought about war and peace in November. Well, mostly war. War is frightening. The United States of America appears to be flailing about militarily all over the world guided by no foreign policy. Big wars of the past have sometimes been started by overconfident leaders thinking they could get a quick military victory, only to find themselves bogged down in something much larger and more intractable than they imagined. But enemies are good to have – the Nazis understood that a scared population will believe what you tell them.
  • December: A lot of people would probably agree that the United States government is becoming increasingly dysfunctional, but I don’t think many would question the long-term stability of our form of government itself. Maybe we should start to do that. The Consumer Financial Protection Bureau has been doing a decent job of protecting consumers and reducing the risk of another financial crisis. The person in charge of it now was put there specifically to ruin it. Something similar may be about to happen at the Census Bureau. A U.S. Constitutional Convention is actually a possibility, and might threaten the stability of the nation.

Most hopeful stories of 2017:

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

  • January: Apple, Google, and Facebook may destroy the telecom industry.
  • February: The idea of growing human organs inside a pig, or even a viable human-pig hybrid, is getting very closeTiny brains can also be grown on a microchip. Bringing back extinct animals is also getting very close.
  • March: 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.
  • April: I finished reading Rainbow’s End, a fantastic Vernor Vinge novel about augmented reality in the near future, among other things.
  • May: The sex robots are here.
  • June: “Fleur de lawn” is a mix of perennial rye, hard fescue, micro clover, yarrow, Achillea millefolium, sweet alyssum, Lobularia maritima, baby blue eyes, Nemophila menziesi, English daisy, Bellis perennis, and O’Connor’s strawberry clover, Trifolium fragiferum.
  • July: Ecologists have some new ideas for measuring resilience of ecosystems. Technologists have some wild ideas to have robots directly counteract the effects of humans on ecosystems. I like ideas – how do I get a (well-compensated) job where I can just sit around and think up ideas?
  • August: Elon Musk has thrown his energy into deep tunneling technology.
  • September: I learned that the OECD Science, Technology and Innovation Outlook named “ten key emerging technology trends”: The Internet of Things, Big data analytics, Artificial intelligence, Neurotechnologies, Nano/microsatellites, Nanomaterials, Additive manufacturing / 3D printing, Advanced energy storage technologies, Synthetic biology, Blockchain
  • October: Even if autonomous trucks are not ready for tricky urban situations, they could be autonomous on the highway with a small number of remote-control drivers guiding a large number of tricks through tricky urban maneuvers, not unlike the way ports or trainyards are run now. There is also new thinking on how to transition highways gradually through a mix of human and computer-controlled vehicles, and eventually to full computer control. New research shows that even a small number of autonomous vehicles mixed in with human drivers will be safer for everyone. While some reports predict autonomous taxis will be available in the 2020s, Google says that number is more like 2017.
  • November: It’s possible that the kind of ideal planned economy envisioned by early Soviet economists (which never came to pass) could be realized with the computing power and algorithms just beginning to be available now.
  • DecemberMicrosoft is trying to one-up Google Scholar, which is good for researchers. More computing firepower is being focused on making sense of all the scientific papers out there.

I’ll keep this on the short side. Here are a few trends I see:

Risk of War. I think I said about a year ago that if we could through the next four years without a world war or nuclear detonation, we will be doing well. Well, one year down and three to go. That’s the bright side. The dark side is that it is time to acknowledge there is a regional war going on in the Middle East. It could escalate, it could go nuclear, and it could result in military confrontation between the United States and Russia. Likewise, the situation in North Korea could turn into a regional conflict, could go nuclear, and could lead to military confrontation between the United States and China.

Decline…and Fall? A question on my mind is whether the United States is a nation in decline, and I think the surprisingly obvious answer is yes. The more important question is whether it is a temporary dip, or the beginning of a decline and fall.

Risk of Financial Crisis. The risk of another serious financial crisis is even scarier that war in some ways, at least a limited, non-nuclear war. Surprisingly, the economic effects can be more severe, more widespread and longer lasting. We are seeing the continued weakening of regulations attempting to limit systemic risk-taking for short-term gain. Without a pickup in long-term productivity growth and with the demographic and ecological headwinds that we face, another crisis equal to or worse than the 2007 one could be the one that we don’t recover from.

Ecological Collapse? The story about vanishing insects was eye-opening to me. Could global ecosystems go into a freefall? Could populous regions of the world face a catastrophic food shortage? It is hard to imagine these things coming to a head in the near term, but the world needs to take these risks seriously since the consequences would be so great.

Technology. With everything else going on, technology just marches forward, of course. One technology I find particularly interesting is new approaches to research that mine and attempt to synthesize large bodies of scientific research.

Can the human species implement good ideas? Solutions exist. I would love to end on a positive note, but at the moment I find myself questioning whether our particular species of hairless ape can implement them.

But – how’s this for ending on a positive note – like I said at the beginning, the one thing about 2017 that definitely didn’t suck was that we didn’t get blown up!

October 2017 in Review

Most frightening stories:

  • Donald Trump’s proposed tax policies are based on numbers he just makes up. This is not a matter of differences of political opinion, it is a matter of made-up numbers that can be compared to actual measured numbers taken from reality. Large swaths of the public seem unaware or unconcerned about this difference. large enough swaths of the public are concerned enough, however, that we are accepting of a situation where the (very recently retired members of the) military appears to be taking a very active role in executive branch decision making.
  • U.S. diplomats in Cuba are being subjected to some kind of directional noise weapon, and nobody knows who is doing it or why.
  • It is possible that a catastrophic loss of insects is occurring and that it may lead to ecological collapse. Also, there is new evidence that pollution is harming human health and even the global economy more than previously thought.

Most hopeful stories:

  • The U.S. Democratic party could consider embracing an anti-monopoly platform. Spun the right way, this would be a pro-business policy in the sense of creating a level playing field for businesses of all sizes to compete and innovate, rather than a system that is unfairly skewed in favor of big business at the expense of small business, workers, and consumers.
  • Evaporation theoretically could be harnessed to produce enormous amounts of energy for human use.
  • Supersonic (civilian) travel is almost back.

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

  • A lot of the recyclables picked up at curbside in the U.S. are shipped to China for use as raw materials for manufactured goods that will be exported back to the U.S.
  • Even if autonomous trucks are not ready for tricky urban situations, they could be autonomous on the highway with a small number of remote-control drivers guiding a large number of tricks through tricky urban maneuvers, not unlike the way ports or trainyards are run now. There is also new thinking on how to transition highways gradually through a mix of human and computer-controlled vehicles, and eventually to full computer control. New research shows that even a small number of autonomous vehicles mixed in with human drivers will be safer for everyone. While some reports predict autonomous taxis will be available in the 2020s, Google says that number is more like 2017.
  • I mused about what it would take for a metropolitan area in the U.S. to achieve statehood. It seems like a tough uphill climb but I can imagine it having benefits not just for the metro area but for the economy and country as a whole.

I’ve been reading a little about Socrates lately. There was a debate in ancient Athens, during its radical experiments with direct democracy and free speech, that a smooth-talking rhetorical style could tend to carry the day over solidly argued logic and facts. So these concerns are not new, and there probably was no golden age when groups of Americans or other human beings were a lot better at logic-based decision making than we are now. Still, what is frustrating is that any individual human being clearly is capable of logic-based decision making, and yet we are repeatedly swayed and misled by faulty logic in groups.

The insect thing is really wild. I just spent three weeks in tropical Asia and was struck by how un-buggy it was compared to past trips. Which probably has absolutely nothing to do with the peer-reviewed journal article mentioned above. My garden in Philadelphia actually was quite buggy this summer, somewhat ironically with the striped mosquito varieties that have drained significant quantities of my blood on past trips to tropical Asia.

September 2017 in Review

Most frightening stories:

  • Fueled by supercharged sea temperatures, the 2017 hurricane season was a terrible, terrible season for hurricanes devastating coastal regions of the United States. One reason is that these storms not only were powerful and hit densely populated areas, but they set records for rapid intensification. Beyond all the human suffering, one thing I find disturbing is that I feel desensitized at this point when I think back to how I felt after Hurricane Katrina. The first major city destroyed is a shock, but later you get numb to it if you are not actually there. Then finally, a remote island territory is all but wiped out in what should be shocking fashion, and the public and government response is decidedly muted. This is what the age of climate change and weapons proliferation might be like, a long, slow process of shifting baselines where the unthinkable becomes thinkable over time.
  • In a story that U.S. media didn’t seem to pick up, China seemed to make a statement in its  official state-run media that it would defend North Korea in case of an unprovoked attack by the U.S. and its allies. John Bolton  and Lindsey Graham made comments suggesting they think any number of Korean dead would be a price worth paying for an unprovoked U.S. attack. The Trump administration is openly using Nazi propaganda.
  • During the Vietnam War the United States dropped approximately twice as many tons of bombs in Southeast Asia as the Allied forces combined used against both Germany and Japan in World War II. After the Cold War finally ended, Mikhail Gorbachev made some good suggestions for how to achieve a lasting peace. They were ignored. We may be witnessing the decline of the American Empire as a result.

Most hopeful stories:

  • It’s possible that a universal basic income could save the U.S. government money by replacing less efficient assistance programs.
  • There are also workable proposals for a U.S. single-payer health insurance program, although this one would somewhat obviously mean the government spending more money, which it would have to collect in taxes. People would come out ahead financially if the taxes were less than the premiums they are paying now, which doesn’t seem that hard, but of course this is politically tough given the incredibly effective propaganda the finance industry has used to kill the idea for the last 50 years.
  • Utility-scale solar energy cost dropped 30% in one year.

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

  • The FDA has approved formal trials of Ecstasy to treat post-traumatic stress disorder.
  • I learned that the OECD Science, Technology and Innovation Outlook named “ten key emerging technology trends”: The Internet of Things, Big data analytics, Artificial intelligence, Neurotechnologies, Nano/microsatellites, Nanomaterials, Additive manufacturing / 3D printing, Advanced energy storage technologies, Synthetic biology, Blockchain
  • In automation news, Tesla is testing automated truck platoons. And there’s a site that will try to predict whether robots will take your job.

Will robots take my job?

If you want to know if robots will take your job, you can go to willrobotstakemyjob.com. It turns out my job (“environmental engineer” is the closest match) is particularly hard to automate at just a 1.8% chance robots will take my job, so I’ve got that going for me. I typed in ten other other career choices to see what I would get, then ranked them from most to least at risk.

  • auto mechanic: 59%
  • electrician: 15%
  • electrical engineer: 10%
  • mathematician: 4.7%
  • biochemist/biophysicist: 2.7%
  • materials scientist: 2.1%
  • chemical engineer: 1.7%
  • computer scientist: 1.5%
  • mechanical engineer: 1.1%
  • nurse: 0.9%

I won’t bother typing in the obvious ones like taxi driver (89%) or court reporter (50%). Okay, I did and that last one surprised me a little. The ten I picked weren’t random, they were ones I thought would be safe, and it turns out I was right except for auto mechanic. I’m a little surprised at that. Vehicles are merging with computers and getting more complex all the time, which means they are going to require more troubleshooting, updating, and will become obsolete faster than the past. I would also think a car mechanic could cross-train as a robot mechanic pretty easily. So the mechanics of the future will have to be equal parts grease monkey and tech support. Maybe they won’t be called mechanics, but the complicated systems we are creating are going to break in unpredictable ways and skilled troubleshooters are going to be in demand.

Anyway, the bottom line is that most types of engineering, and research positions related to genetics and/or materials, are pretty safe. Nursing is a field where supply just never seems to catch up to demand, and medical technology (and spending) just keep marching forward as the population ages and lives longer. You can still make a living as an electrician or a plumber.

I also learned something about the Standard Occupational Classification system used by the U.S. Department of Labor.

The 2010 Standard Occupational Classification (SOC) system is used by Federal statistical agencies to classify workers into occupational categories for the purpose of collecting, calculating, or disseminating data. All workers are classified into one of 840 detailed occupations according to their occupational definition. To facilitate classification, detailed occupations are combined to form 461 broad occupations, 97 minor groups, and 23 major groups. Detailed occupations in the SOC with similar job duties, and in some cases skills, education, and/or training, are grouped together.

 

Facebook let two chat bots talk to each other and they invented a new language

Facebook let two chat bots talk to each other and they invented a new language, one seemingly nonsense to humans but apparently they understood it.

…this nonsense was the discussion of what might be the most sophisticated negotiation software on the planet? Negotiation software that had learned, and evolved, to get the best deal possible with more speed and efficiency–and perhaps, hidden nuance–than you or I ever could? Because it is.

This conversation occurred between two AI agents developed inside Facebook. At first, they were speaking to each other in plain old English. But then researchers realized they’d made a mistake in programming.

“There was no reward to sticking to English language,” says Dhruv Batra, visiting research scientist from Georgia Tech at Facebook AI Research (FAIR). As these two agents competed to get the best deal–a very effective bit of AI vs. AI dogfighting researchers have dubbed a “generative adversarial network”–neither was offered any sort of incentive for speaking as a normal person would. So they began to diverge, eventually rearranging legible words into seemingly nonsensical sentences.