Human-in-the-loop computing is the future
computerworld.com
computerworld.com
2015 - work is 8-6, but machine processing time will soon be liberated by humans!
2016 - we cached your workflows and did enough analysis on it to extrapolate functionality, but best of luck in convincing your sociopolitical handlers of your relevancy
It's a safe bet that, for the most part, the human in the loop computing is going to be built on the cheapest humans available.
"Man-computer symbiosis is a subclass of man-machine systems. There are many man-machine systems. At present, however, there are no man-computer symbioses. The purposes of this paper are to present the concept and, hopefully, to foster the development of man-computer symbiosis by analyzing some problems of interaction between men and computing machines, calling attention to applicable principles of man-machine engineering, and pointing out a few questions to which research answers are needed. The hope is that, in not too many years, human brains and computing machines will be coupled together very tightly, and that the resulting partnership will think as no human brain has ever thought and process data in a way not approached by the information-handling machines we know today."
Licklider, J.C.R., "Man-Computer Symbiosis", IRE Transactions on Human Factors in Electronics, vol. HFE-1, 4-11, Mar 1960. http://groups.csail.mit.edu/medg/people/psz/Licklider.html
It's supervised learning with the supervision coming from something like Mechanical Turk.
But we don't care what computers think.
So there is also a role for humans in mentoring systems. Software can remind us and track whether we've met our objectives. It can do the boring, repetitive work.
But the interactions really only mean something if your mentor is in the loop. He or she might be asking you a question. Or maybe its the software, with the mentor having only approved the question and seeing the response.
This blended system could greatly reduce the effort involved in mentoring someone. And if everybody knows its the software asking repetitive questions (Is this done yet?), the mentor doesn't come off as a nag either.
What does this 1043 refer to?
"Luke, you switched off your targeting computer! What's wrong?"
"Nothing. I'm all right."
Loke Groundrunner: I'm going to trust my feelings and use the power of the thumb.
Voice of Oobedoob Benubi: Use the instrument panel, Loke.
Loke Groundrunner: What?
Voice of Oobedoob Benubi: The instrument panel. That's what it's there for. Advanced weaponry designed to hit tiny targets.
Loke Groundrunner: Ok, ok.
Gunnery Chief: This, recruits, is a 20-kilo ferrous slug. Feel the weight. Every five seconds, the main gun of an Everest-class dreadnought accelerates one to 1.3 percent of light speed. It impacts with the force of a 38-kilotomb bomb. That is three times the yield of the city buster dropped on Hiroshima back on Earth. That means Sir Isaac Newton is the deadliest son-of-a-bitch in space. Now! Serviceman Burnside! What is Newton's First Law?
First Recruit: Sir! A object in motion stays in motion, sir!
Gunnery Chief: No credit for partial answers, maggot!
First Recruit: Sir! Unless acted on by an outside force, sir!
Gunnery Chief: Damn straight! I dare to assume you ignorant jackasses know that space is empty. Once you fire this husk of metal, it keeps going till it hits something. That can be a ship, or the planet behind that ship. It might go off into deep space and hit somebody else in ten thousand years. If you pull the trigger on this, you're ruining someone's day, somewhere and sometime. That is why you check your damn targets! That is why you wait for the computer to give you a damn firing solution! That is why, Serviceman Chung, we do not "eyeball it!" This is a weapon of mass destruction. You are not a cowboy shooting from the hip!
Second Recruit: Sir, yes sir!