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"It's also important to vary your stimuli. I always look for new things to shock the system. Just as you make muscles grow by shocking them, you make the mind grow by shocking it."
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The key difference between human beings and artificial human beings in Philip K. Dick's world is not intelligence - machine intelligence equal to (or surpassing) human intelligence is assumed. The most important difference is empathy, having feelings for other beings.
The most advanced androids, with the Nexus-6 brain unit, can select within a field of two trillion consitituents, or ten million separate neural pathways.
In the novel, androids are offered to people who will leave the ruined Earth to live elsewhere in the solar system. Androids are, as a rule, not allowed on Earth. In the novel, groups of androids escape their masters and go to Earth, where they try to blend in with the remaining population.
Part of bounty hunter Rick Deckard job is to test suspected escaped androids prior to "retiring" (killing) them.
Here's a brief quote showing how the word is used in the novel:
In this remarkable novel, your idea of what it is to be human (and your perception of other human beings) is systematically thrown off-kilter. One of the best sequences from the book, in which Rick Deckard is taken into custody and accused of being an unfeeling killer by a group of very convincing androids, is not seen in the movie.
If you are interested in this theme of being fooled by machine intelligence, you might also consider reading the chilling (really!) short story "Almost a Wife" from the collection The Illustrated Man by Ray Bradbury.
Also, andreide can be found in L’ève future - Villiers de l’Isle Adam - 1886 (thanks to @Pierre Metivier).
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