Kevin, this is a great point.
Perhaps an intelligent system passing the formal Turing Test could fall in love, write a heart wrenching poem and add something eloquent to this discussion. But we need a way to recognize the more granular, narrow ways Artificial Intelligence is presently evolving. I think you’ve nailed it nicely.
Just as an unassembled robot COULD be said to fail the test of an actual robot, it is a small leap to assemble the parts so that they can communicate as a working unit.
We can already see chunks of A.I. emerging from the Network. And many of them are being networked to work together.
So here is a small list of ‘turing’d’ systems which only recently were considered solely the domain of humans. (Hope the links come out alright) Automated:
decision making
http://www.google.com/search?num=100&hl=en&safe=off&q=%22use+automated+decision+%22&btnG=Search
analysis
http://www.google.com/search?num=100&hl=en&safe=off&q=%22use+automated+analysis+%22&btnG=Search
testing
http://www.google.com/search?num=100&hl=en&safe=off&q=%22automated+testing+is+used%22&btnG=Search
learning
http://www.google.com/search?num=100&hl=en&safe=off&q=+%22machine+learning+is+used%22&btnG=Search
creativity, invention, design and autonomous self-improvement
http://www.google.com/search?num=100&hl=en&safe=off&q=creativity+machine+%22john+koza%22&btnG=Search
simulations
http://www.google.com/search?num=100&hl=en&safe=off&q=%22machine+simulation+is%22&btnG=Search
even perception such as:
vision
http://www.google.com/search?num=100&hl=en&safe=off&q=%22machine+vision+is%22&btnG=Search
hearing
http://www.google.com/search?num=100&hl=en&safe=off&q=%22machine+hearing+is%22+&btnG=Search
smell
http://www.google.com/search?num=100&hl=en&safe=off&q=%22E-Noses%22+%7C+enoses&btnG=Search
touch
http://www.google.com/search?num=100&hl=en&safe=off&q=machine+%22+sense+of+touch%22&btnG=Search
and taste
http://www.google.com/search?num=100&hl=en&safe=off&q=%22robot+*+taste%22&btnG=Search
Glad you started the discussion. Gotta run. My job hasn’t been taken yet :)
Ted
Posted by Ted Holmes on April 15, 2008 at 9:33 AMHere is a field that is starting to be Turinged: the history of language evolution. A 2005 paper in Science, “Structural Phylogenetics and the Reconstruction of Ancient Language History” applied the same techniques of computerised phylogenetics described above to grammatical features of languages. The paper showed that it was possible to unravel relationships that were obscure before, and to break the 8,000 year barrier after which divergence of vocabulary is too great to show relationships.
I was amused to see the reactions to this paper on language discussion boards. They started with “This is nonsense”, then moved to “Nothing new here - people have looked at grammatical features before”. They don’t know yet that they are being Turinged.
The link to the abstract of the paper is http://www.sciencemag.org/cgi/content/abstract/309/5743/2072?maxtoshow=&HITS=10&hits=10&RESULTFORMAT=&fulltext=language+phylogenetics&searchid=1&FIRSTINDEX=0&resourcetype=HWCIT
Posted by Jon Miles on April 4, 2008 at 1:48 AMComputers can’t get ideas. But it would be sweet if they could, they would probably be very imaginative.
Posted by William on April 3, 2008 at 3:42 PMI’ve always interpreted the Turing Test to relate to a computer’s ability to emulate a human to the point that its ability is indiscernible from a human’s.
While it’s no mean feat to program a computer to weld or fly a plane better than a human, I think this is a different accomplishment distinct from being ‘Turing’d’.
Consider a pre-Turing Turing test of the painting vs the photograph. In the 1800s, painting was a purely human endeavor. The ability to build a contrivance, a mechanical thing that would capture a visual representation of a scene hitherto impossible without an artist wielding a stylus or brush, was a major accomplishment and on the purely objective metric of detail the camera won hands down. In later years it would also surpass the best painters in color fidelity as well.
But that doesn’t make a camera a better painter than a human, nor is a camera a device that creates works that are indistinguishable from a human artist’s work. It merely provides a different kind of perfection.
A computer program may be able to play chess ‘better’ than a human, but unless it plays in the same manner as a human then Turing is the wrong stick to measure by. Turing’s test was never about machines that could surpass humans, but ones that had advanced enough AI (whether hard or soft) that they were indistinguishable from humans.
Posted by Kevin Fox on April 3, 2008 at 1:52 PMI believe that any occupation that consists of repetitive tasks, data aggregation, or step-wise algorithms is ripe to be Turing’d. The early computer-aided robotic assembly lines took care of the first part. The cheap availability of massively parallel processing (and cloud computing) is now taking care of the second and third. We’ve already seen it with online shopping, buying airline and hotel tickets, and even doing taxes. Medicine is definitely next on the block for examination. While we’ll always need doctors, it’s no surprise that the algorithms doctors learned from years of med school and training to diagnose and treat are already being dissected and Turing’d as we speak.
Posted by Patrick on April 3, 2008 at 11:37 AMflying plans marked off the list? I don’t think so. While computers have things more efficient and accurate, there is still a pilot, who is human, “flying the plane.” With UAVs - there is still a pilot, he just happens to be sitting in a trailer on the other side of the planet.
Posted by Neal Sheeran on April 3, 2008 at 11:21 AMPhysicians are amusingly/alarmingly resistant to letting any part of our world be Turing’d. But there are huge parts of medicine that could be better managed by, if not fully Turinging them, at least mechanizing. Clinical pathways and electronic decision support; automatic dosing; even something as seemingly personal as selecting referral centers and specialists could lead to enhanced patient care if it were more based on calculated outcomes and guided referral.
But much of our profession fights it tooth and nail.
As a corollary then, to the point of the post, most medical offices and even hospitals so reluctantly accept computerization of even the mundane tasks. You may have a bank that you can log on to automatically and transfer money, but if you have a physician from whom you can extract information or a refill electronically, you’re in a small (but slowly growing) minority.
Nice post.
@Mike: yeah, but an even modestly designed robot could be built that could not be beaten by a kickboxer using only kickboxing skills.
Posted by Craig, MD on April 3, 2008 at 10:48 AMReally, getting Turing’d just means that what you do can be described by a set of procedures and computed. A good place to see what professions will next be Turing’d is to look at what gets outsourced. Tom Peters always calls out that things that can be automated, will be.
What do you think?
Posted by charlie on March 31, 2008 at 11:59 PMWhat about self-deception? Satire? Self-mockery? Humor? Will computers hit the bottle? Will they emerge from loss wiser?
Would they have stopped evolving the Dinasour because reason ruled they were not quite right?
Not all pathways of life are reasoned. The lines of our intent run deep, perhaps to the very start of creation. The machine shall supplant man from reason’s realm to varying degrees of effectiveness.
Life is curious mixture of tangible biology and intangible consciousness. The latter shall elude the machines until the end, they have escaped the maker of the machine for so long!
Posted by Mahesh CR on March 30, 2008 at 7:23 AM” Used to be things like using tools, language, painting, playing chess. Now, one by one they get Turing’d. A computer beats them. Does it better. “
Computers dont do anything beyond the rules within them. I take issue with Painting— unless you only mean the task ala “welding”, as i take issue with “language” if you refer to it’s USAGE as in a poem, story, or emotive communication. Occupations based on repeated tasks are all subject to the faster gunslinger, or faster mechanism. Old story played out for many eons.
Im still puzzled by the religion of technology since its a fools game as any dogmatic system.
Is technology ONLY the current Religion to be used to foster the US and Thems of control, power, and authority? The 1985 Apple Commercial showed us “the computer” as liberator from dogma and authority….but as the truth of the first decades of the mass computer age has began to show clearly technology is just that hammer. The human that throws it is still the only who decides where it lands or why it’s thrown.
1+1=2 never really defined Humanity or it’s success or failures. It only assists in mediating them.
1+1=3 and the response and valuation of that equation has always been the true HUMAN equation.
Whats BETTER? why is faster better? Thats the only question worth trying to answer….and like Corben found out, our answer and the machines are not nessacarily the same.
Posted by LarryR on March 28, 2008 at 3:51 PMTry asking google image search for a baby it lists a man’s picture. My 3-year old yelled, “Hey!! That’s not a baby. That’s a man.” Check this out: http://blog.amusecorp.com/index.html/188
Certain things can be Turing’d only in theory,as reality is aeons away. Ask Marvin Minsky.
Posted by Vasu Srinivasan on March 28, 2008 at 2:45 PMLibrarians have absolutely been Turing’d, or at least some of us have, but many seem unwilling to admit it. Librarianship as a field is split at the moment, between the embracers of disruptive technology, and the loathers. Embracers will win, of course.
And while we have been Turing’d, that doesn’t mean we’re out of a job. But that’s not what you seem to mean by Turing’d. You’re talking about fields and professions that still exist, despite the computers that do the work better. I’d love to hear you expand on that distinction at some point.
Posted by Molly on March 26, 2008 at 1:49 PMRon, yes it will be a long time before lawyers are Turing’d — but on the way will be AI-assisted lawyering, which will cause all kinds of havoc, denial, and fright.
Posted by Kevin Kelly on March 24, 2008 at 5:10 PMO, but that apostrophe is terrible: why not just say:
‘Turinged’.
Posted by Sebastiaan Elsenburg on March 24, 2008 at 3:49 PMhttp://en.wikipedia.org/wiki/AI-complete
We have yet to probe the limits of data mining and bottom-up AI, but like crowdsourcing, the lack of authority can be a mixed blessing. In AI as in life, there are a lot of evolutionary dead ends.
A legal-argument search engine, to retrieve appropriate precedents for an argument in my brief, would need a lot of contextual knowledge to be helpful, not only on legal concepts, procedures, jurisdiction, and so forth, but also in the context of the case I am trying to make overall. It will take a long time for the lawyers to be Turing’d.
The parallel human brain does not map very well to the Turing machine.
Posted by Ron on March 24, 2008 at 8:18 AMI deliver mail. In principle we’ve been semi-Turing’d for years; we were an early adopter of OCR machines for mail-sorting. Even so, hard-to-read addresses and other such judgment calls, and physically delivering mail, require humans. However, that could all be changed if it were cost-effective. There are fully robotic warehouses, after all: we postal workers merely do much the same thing those robots do, but instead of warehouse with controlled conditions and standard shelf heights, we operate out in the elements under unpredictable conditions, delivering to millions of awkward locations.
E-mail and other modern technologies have obviated much of what I do, though certainly not all.
It would be hard to invent a job more inherently uninteresting.
Posted by Tom Buckner on March 23, 2008 at 4:07 PMFascinating stuff. As a puppeteer for many years I felt semi-Turing’d with the advent of CG animation - but my most immediate thought was: dreaming.
Do autonomous self-learning computing systems engage in anything which could be considered even remotely comparable to dreaming?
While there’s a fair range of insights into what exactly dreaming is - I’m firmly in the camp of it being the two sides of the brain wresting with how to organize the flood of information absorbed by all of our senses throughout the day. Making sense of our senses. Inspiration lurks within there too.
To have specific thinking tasks replicated by computers is one thing - to have these “machines” then go forward and engage in dreaming will be quite another. That is something I look forward to seeing.
Cheers.
Posted by Robbo on March 23, 2008 at 10:57 AMI like this article. I Stumbled here. +1 for the Heinlein drop.
Posted by Samy on March 22, 2008 at 11:02 AMWhen computers create computers on their own, we’ll be in trouble.
Colossus ‘The Forbin Project’.
Posted by Gary S. Hart on March 22, 2008 at 7:34 AMCan a computer write a better poem?
Posted by Michael on March 21, 2008 at 5:00 PMWhat I wanna know is in what order we can expect other stuff to be Turing’d. How long till, say, novel-writing? Or take the chess example you gave - how long till go gets the same treatment? Voice acting? (I’m guessing go, then VA, then writing - but there are lots of others.)
Some of this, of course, would be more a hardware issue than software, particularly anything that involves something other than “manipulation of information” (as broad as that is). But that’s robotics. And it has an equivalent, too, though software’s a part of that as well.
Posted by Shaye Horwitz on March 21, 2008 at 4:55 PMI’m turing’d in career, and also in leisure: Playing the original “Adventure” as a child one day, it occurred to me that one could write a program that would try every possible sequence of commands and inevitably win the game. Suddenly the game seemed a lot less interesting than writing that program!
“Turing’d” is a good and important new adjective.
Posted by Stan James on March 21, 2008 at 3:49 PMSo far there aren’t any robot kickboxers :).
Posted by Mike on March 21, 2008 at 3:16 PMType the characters you see in the picture above.


Jon, thanks for the example and link.
Posted by Kevin Kelly on April 16, 2008 at 11:40 AM