The first issue I see with the intelligence explosion theory is a failure to recognize that intelligence is necessarily part of a broader system — a vision of intelligence as a “brain in jar” that can be made arbitrarily intelligent independently of its situation. A brain is just a piece of biological tissue, there is nothing intrinsically intelligent about it.
In particular, there is no such thing as “general” intelligence. On an abstract level, we know this for a fact via the “no free lunch” theorem — stating that no problem-solving algorithm can outperform random chance across all possible problems. If intelligence is a problem-solving algorithm, then it can only be understood with respect to a specific problem. In a more concrete way, we can observe this empirically in that all intelligent systems we know are highly specialized.
If intelligence is fundamentally linked to specific sensorimotor modalities, a specific environment, a specific upbringing, and a specific problem to solve, then you cannot hope to arbitrarily increase the intelligence of an agent merely by tuning its brain — no more than you can increase the throughput of a factory line by speeding up the conveyor belt. Intelligence expansion can only come from a co-evolution of the mind, its sensorimotor modalities, and its environment.
In Terman’s landmark “Genetic Studies of Genius”, he notes that most of his exceptionally gifted subjects would pursue occupations “as humble as those of policeman, seaman, typist and filing clerk”. There are currently about seven million people with IQs higher than 150 — better cognitive ability than 99.9% of humanity — and mostly, these are not the people you read about in the news. Of the people who have actually attempted to take over the world, hardly any seem to have had an exceptional intelligence; anecdotally, Hitler was a high-school dropout, who failed to get into the Vienna Academy of Art — twice.
People who do end up making breakthroughs on hard problems do so through a combination of circumstances, character, education, intelligence, and they make their breakthroughs through incremental improvement over the work of their predecessors. Success — expressed intelligence — is sufficient ability meeting a great problem at the right time. Most of these remarkable problem-solvers are not even that clever — their skills seem to be specialized in a given field and they typically do not display greater-than-average abilities outside of their own domain.
So, a person with an IQ of 130 is statistically far more likely to succeed in navigating the problem of life than a person with an IQ of 70 — although this is never guaranteed at the individual level — but here’s the thing: this correlation breaks down after a certain point. There is no evidence that a person with an IQ of 170 is in any way more likely to achieve a greater impact in their field than a person with an IQ of 130.
Why would the real-world utility of raw cognitive ability stall past a certain threshold? This points to a very intuitive fact: that high attainment requires sufficient cognitive ability, but that the current bottleneck to problem-solving, to expressed intelligence, is not latent cognitive ability itself. The bottleneck is our circumstances. Our environment, which determines how our intelligence manifests itself, puts a hard limit on what we can do with our brains — on how intelligent we can grow up to be, on how effectively we can leverage the intelligence that we develop, on what problems we can solve. All evidence points to the fact that our current environment, much like past environments over the previous 200,000 years of human history and prehistory, does not allow high-intelligence individuals to fully develop and utilize their cognitive potential.
And they are only able to succeed because they are standing on the shoulder of giants — their own work is but one last subroutine in a problem-solving process that spans decades and thousands of individuals. Their own individual cognitive work may not be much more significant to the whole process than the work of a single transistor on a chip.
It is civilization as a whole that will create superhuman AI, not you, nor me, nor any individual. A process involving countless humans, over timescales we can barely comprehend. A process involving far more externalized intelligence — books, computers, mathematics, science, the internet — than biological intelligence.
We don’t have to speculate about whether an “explosion” would happen the moment an intelligent system starts optimizing its own intelligence. As it happens, most systems are recursively self-improving. We’re surrounded with them. So we know exactly how such systems behave — in a variety of contexts and over a variety of timescales. You are, yourself, a recursively self-improving system: educating yourself makes you smarter, in turn allowing you to educate yourself more efficiently. Likewise, human civilization is recursively self-improving, over a much longer timescale.
This would be akin to a robot being given access to thousands of metal bits and parts, but no knowledge of a combustion engine, then it experiments numerous times with every combination possible until it builds a Ferrari. That’s all in less time that it takes to watch the “Lord of the Rings” trilogy. The program had four hours to play itself many, many times, thereby becoming its own teacher.
“We have always assumed that chess required too much empirical knowledge for a machine to play so well from scratch, with no human knowledge added at all,” Kasparov said. “Of course I’ll be fascinated to see what we can learn about chess from AlphaZero, since that is the great promise of machine learning in general—machines figuring out rules that humans cannot detect. But obviously the implications are wonderful far beyond chess and other games. The ability of a machine to replicate and surpass centuries of human knowledge in complex closed systems is a world-changing tool.”
The buyout would combine the largest U.S. drugstore chain with the third-biggest health insurer. CVS also manages drug benefits plans for thousands of employers and insurers, a business that could help steer some of Aetna’s 22 million customers to CVS pharmacy counters when they fill a prescription. Already, CVS has 1,100 MinuteClinics in its pharmacies, where nurse practitioners and physician assistants provide routine care such as flu shots or wrapping sprained ankles. It’s also trying out hearing and vision centers in a handful of locations. If the merger goes through, CVS plans to build mini-health centers in many more of its 9,700 stores, turning them into places where Aetna members—and customers of rival insurers—get convenient low-level care for ailments and chronic diseases. And having a closer tie to where customers are treated could help Aetna better manage their ailments earlier, more efficiently—and less expensively.
The integration is part of a wide-ranging effort by health insurance companies and the federal government to shift care away from paying for each service and toward paying doctors and hospitals for taking better care of patients and keeping them healthier. The approach, known as value-based care, challenges the industry’s traditional reimbursement models.
CVS and Aetna say they’ll be able to reduce costs by directing some patients to lower-cost sites of care in CVS stores, keeping them out of emergency rooms and hospitals. About 70 percent of the U.S. population lives within 3 miles of a CVS location, according to David Larsen, an analyst at Leerink Partners. “This is going to be appealing to a huge number of people,” says Ingrid Lindberg, president of Kobie Marketing Inc. and a former chief customer experience officer at health insurer Cigna Corp. “There’s a large majority of people who are truly driven by ease and convenience when it comes to their care.”
Laurus is one of the world’s biggest suppliers of ingredients used in anti-retrovirals, thanks to novel chemistry that delivers cheaper production costs than anyone else. Now, its chief executive officer, Satyanarayana Chava, wants to use the same strategy selling his own finished drugs in the U.S. and Europe. He predicts some generics that Laurus produces will eventually sell for 90 percent less than branded HIV drugs in the U.S., slashing expenditures for a disease that’s among the costliest for many insurers.
The patent expiries are starting this month when Bristol-Myers Squibb Co.’s Sustiva loses protection. Gilead Sciences Inc.’s Viread follows next month. Both companies didn’t respond to requests for comment.
Though Laurus doesn’t yet make the actual pills those patients take, it’s become a dominant supplier of the key ingredients that make them work. The best way to fight HIV is with a combination of different drugs, and because Viread and Sustiva form key parts of some of the most effective combinations, the inclusion of generic versions of these chemicals could bring down the cost of the whole treatment. One analysis cited by the Department of Health and Human Services found that replacing a three-medicine, branded combination with multiple pills, including a generic version of Sustiva, could save the U.S. $900 million its first year.
Laurus controls about 66 percent of the global market for efavirenz, the chemical name for Bristol-Myers Squibb’s Sustiva, and 33 percent for tenofovir, the chemical name for Gilead’s Viread, according to a report earlier this year by investment bank Jefferies Group LLC.
That future? We’re going to get better products for ludicrously low prices, and big brands across a range of categories — the Nests and Netgears of the world — are going to find it harder than ever to get us to shell out big money for their wares.
To hit the $20 price, Wyze licensed the camera’s hardware from a Chinese company, then created its own software. It also cut out just about every middleman, including most retailers. And it’s banking on long-run success. While Wyze is just breaking even on its first camera, its founders believe internet-connected home devices will be a growth category. They plan to establish a trusted brand with the first camera, then release a succession of products that they hope to sell in large numbers, at low prices.
…what was unique about Amazon was that its store encouraged low prices while heavily penalizing companies that made shoddy products. “It’s not a race to the bottom,” Mr. Fung said. “Sellers are forced to create better products at lower pricing, and sellers who aren’t able to do that just get weeded out.”
The classic worry about Amazon is that it puts local retailers out of business. Now another worry is that by exposing global brands to the harsh reality of low-priced competitors, it may put them out of business, too. Mr. Wingo said global brands across a variety of categories — electronics, apparel, home improvement — regularly approached his company looking for a way to compete with low-priced rivals on Amazon.
“There is this erosion of what it means to be a traditional consumer product brand,” Mr. Wingo said. “In a way, Amazon is providing all this information that replaces what you’d normally get from a brand, like reputation and trust. Amazon is becoming something like the umbrella brand, the only brand that matters.”
The system, if successful, would be a big disruption to how health care data is handled today – where it’s often accessible only by the doctors and hospitals themselves, and where patients have to make special requests to have a copy of their own medical records. In the future, the goal is to allow patients to walk into a doctor’s office with all their medical records already on their phone.
This isn’t the first attempt to use technology to fix the problem with medical records; others have tried to centralize records for easier access, including Microsoft HealthVault, for example. One of the challenges getting prior systems to work was that healthcare companies aren’t necessarily interested in making it easier for patients to have access to their own medical records, says Suter. After all, the patients could go to another provider.
China, a new addition to this year’s Index and by far the largest market examined, grew parcel volume by 52 percent in one year, increasing from 21 billion parcels in 2015 to 31 billion in 2016. But, even when excluding China’s prolific volumes, the Index forecasts a strong and accelerating pace of growth in parcels throughout the world. On average, the other 12 major markets studied have grown 4.3% annually since 2012 and are projected to grow 4.5% – 5.4% annually through 2021. The United States (at 13 billion) and Japan (at 9 billion) were also among the largest markets by parcel volume. In terms of investment, the United States ranked highest, spending $96 billion on parcel shipments, followed by China at $60 billion and Japan at $22 billion.
“The continued rise of ecommerce globally is keeping the parcel shipping market strong through 2021 as consumers are increasingly looking to online shopping for convenience, price and availability of products from around the world,” said Lila Snyder, executive vice president and president, Global Ecommerce, Pitney Bowes. “As consumer expectations continue to rise, shipping technology and service providers will need to help retailers and marketplaces meet those demands.”
China is undoing decades of effort that built a massive scrap recycling industry — the cheapest way to produce plastic products for its growing economy. The country accounted for 51 percent of the world’s plastic scrap imports last year, with the biggest contribution coming from the U.S., according to the Institute of Scrap Recycling Industries, an international trade group. The China ban could shift about 2 percent of global polyethylene plastics supply from recycled to new material.
That’s because the U.S. has become the cheapest place in the world to make plastic, thanks to a fracking boom that’s created a glut of natural gas, the main feedstock for manufacturing. Taking advantage of low gas prices, chemical producers have invested an unprecedented $185 billion to build new capacity in the U.S., according to the American Chemistry Council, an industry group.
Exporting high-value resins to China instead of cheap scrap could help chip away at the U.S.’s $250 billion trade deficit with the nation. For producers, however, China’s ban on importing scrap will boost demand for new plastics by enough to nearly absorb all the new polyethylene output coming online next year in the U.S., Andrews said in the Morgan Stanley report. The effects can already be seen in China’s increased appetite for virgin polyethylene, with imports up 19 percent this year as scrap polyethylene imports dropped 11 percent, he said.
Japan, seeking to boost ties with India as a counterweight to China, is partly financing the DMIC project and holds a 26 percent stake. Indeed, Japan’s Tokyo-Osaka industrial corridor is an inspiration. NEC Corp. has invested in a joint-venture project with the Indian government that is already providing logistics support along the route.
The goal is to set up a “plug and play” environment for investors, says Jai Prakash Shivahare, managing director of the Dholera Industrial City Development. “We are looking to tie up with anchor investors so that they can also start their construction and in one-and-half-years, when our site is ready, their factories can also be ready.”
Work has now begun in four of the eight manufacturing destinations proposed in the first phase of the industrial corridor. But it has been far from smooth sailing to get to this point as red tape and budget constraints across six states and numerous sprawling ministries slowed progress, causing some to walk away altogether.
None other than Vanguard founder Jack Bogle, widely regarded as the father of the index fund, is raising the prospect that too much money is in too few hands, with BlackRock, Vanguard and State Street Corp. together owning significant stakes in the biggest U.S. companies. “That’s about 20 percent owned by this oligopoly of three,” Bogle said at a Nov. 28 appearance at the Council on Foreign Relations in New York. “It is too bad that there aren’t more people in the index-fund business.”
The argument goes like this: The number of indexes now outstrips U.S. stocks, with the eruption of passive funds driving demand for securities within these benchmarks, rather than for the broader universe of stocks and bonds. That could inflate or depress the price of these securities versus similar un-indexed assets, which may create bubbles and volatile price movements.
We’re not near a tipping point yet. Roughly 37 percent of assets in U.S.-domiciled equity funds are managed passively, up from 19 percent in 2009, according to Savita Subramanian at Bank of America Corp. By contrast, in Japan, nearly 70 percent of domestically focused equity funds are passively managed, suggesting the U.S. can stomach more indexing before market efficiency suffers. There’s even further to go if you look globally: Only 15 percent of world equity markets — including funds, separately managed accounts and holdings of individual securities — are passively managed, said Joe Brennan, global head of Vanguard’s equity index group, in an interview.
She joined a growing movement of highly educated, ex-urban, first-time farmers who are capitalizing on booming consumer demand for local and sustainable foods and who, experts say, could have a broad impact on the food system.
For only the second time in the last century, the number of farmers under 35 years old is increasing, according to the U.S. Department of Agriculture’s latest Census of Agriculture. Sixty-nine percent of the surveyed young farmers had college degrees — significantly higher than the general population.
Young farmers are also creating their own “food hubs,” allowing them to store, process and market food collectively, and supply grocery and restaurant chains at a price competitive with national suppliers.
Midsize farms are critical to rural economies, generating jobs, spending and tax revenue. And while they’re large enough to supply mainstream markets, they’re also small enough to respond to environmental changes and consumer demand.
At this rate, seniors in Singapore’s population will make up more than double the share of the youngest residents in 2030. Tan uses a compounded annual growth rate rather than adjusting for potential policy changes or alteration of trends such as fertility rates, meaning officials could still help redraw those lines, or at least make them appear less menacing, over the next decade. With already the oldest population in the Association of Southeast Asian Nations, the Singapore of 2030 will probably look a lot like the demographics-embattled Japan of 2016.
The New York Times reported later Wednesday that Saudi Prince Bader bin Abdullah bin Mohammed bin Farhan al-Saud was the buyer, citing documents it reviewed. Christie’s declined to comment on the report.
The Louvre Abu Dhabi — a franchise of the Paris original — is a symbol of the oil-rich sheikhdom’s drive to boost its “soft power” credentials. To differentiate itself from neighboring Dubai, Abu Dhabi is targeting affluent tourists looking for culture and art and it has also built hotels, theme parks and malls. The organization behind the museum became one of the most aggressive buyers on the global art market over the last decade. It opened last month with more than 600 artworks for its permanent collection, including such Old Master paintings as Giovanni Bellini’s “Madonna and Child.” Da Vinci’s “La Belle Ferronnière” is on loan there from the Louvre in Paris.