Thanks to advances in deep learning and AI, computers can
perform not only manual but also cognitive tasks better and
faster than humans. This augers the result that highly trained
specialists are replaced by internet enhanced software, a
specific example is radiologists since much of their work
are “routine cognitive tasks.”
BLACK ELEPHANT SITUATIONS
for alternate energy sources, energy independence and electric
” A black elephant is a cross between a black swan, a low
probability, unanticipated event with enormous ramifications–
and the elephant in the room, a problem that is widely visible to
everyone, yet no one wants to address, even though we
absolutely know that one day we will have vast, black-swan-like
consequences.” Ocean acidification is an example.
Black elephant events can provide a once in a lifetime opportunity
or the end of the line for industries (think chemical photography),
companies, and directions in our careers.
COGNIFYING AND CONTINUOUS LEARNING
Adding AI to various tasks enables us to do more at lower cost and
higher efficiency. Add AI to laundry to tell washing machines to
adjust to the contents of each load as directed by the clothes (sensors).
AI added to chemistry can aid discoverability and optimization by
performing virtual experiments to reduce the number of lab
experiments to reach a goal. Think of the way Netflix and Kindle
come up with customer recommendations.
This is cognifying. All cognition is specialized. In this continuous
learning process we need to work with AI and robots and let
these tools take our routine tasks and help us dream up
new work that matters. There are four classes of jobs:
1. Jobs humans can do, but robots can do even better.
highway driving, tax preparation, routine x-ray analysis,
pre-trial evidence gathering, etc.
2. Jobs humans cannot do, but robots can.
remote locations, hazardous environments, monitoring,
then signalling an alarm. Jobs that would not be done without
robots and sensors.
3. Jobs we did not know we wanted done.
4. Jobs only humans can do– at first.
creativity (on what we should do), new situations, one of a
Our human assignment should be to keep making jobs for
robots and software.