Latham reported similar experiences while exploring his space. He
often ran into what he called a territory of instabilities. In some
regions of possible forms, significant changes in genes would effect
only insignificant shifts in forms -- Sims's basin of stagnation. He'd have
to really push the genes miles around to move an inch in form. Yet, in
other regions, minute changes in genes would produce huge alterations in
form. In the former, Latham's progress through the space was glacial; in
the latter, his tiniest move would send him rapidly careening through
the Library at a zoom.
To avoid overshooting a destination of possible form, and to accelerate
its discovery, Latham would purposefully twirl a mutation knob as he
explored. At first he'd set the mutation rate high, to skip through the
space. As the shapes became more interesting, he'd turn the mutation
rate down so that each generation sliced thinner, and he'd slowly creep
up to a concealed shape. Sims wired his system to perform a similar
trick automatically. As the image he was evolving became more complex,
his software would crank down the mutation rate for a soft landing on
the final form. "Otherwise," Sims says, "things can get crazy as you are
trying to fine-tune an image."
These frontiersmen developed a couple of other tricks for traveling
through the Library. The most important trick was sex. Dawkins's
Biomorph Land was a fertile, but puritanical, place that hadn't a hint
of sex. All variation in Biomorph Land occurred by asexual mutations
from a single parent. Sims's and Latham's worlds, in contrast, were
driven by sex. A major lesson the frontiersmen realized was that you
could do sex in an evolutionary system in any number of ways!
There was of course the orthodox missionary position: two parents, with
genes from each. But even that plain vanilla mating can be accomplished
in several ways. In the Library, breeding is analogous to taking two
books and merging their text to form a child-book. You can beget two
kinds of progeny: in-betweener books or outsider books.
In-betweener offspring inherit a position in between Mommy and Daddy.
Imagine a beeline in the Library bridging Book A and Book B. Any child
(Book C) would be found somewhere in the Library on that imaginary line.
In-between offspring can be exactly halfway in between as they would be
if they inherited exactly half of their genes from Pop and half from
Mom. Or, they can be in-between at some other proportion, say 10 percent
Mom and 90 percent Dad. In-betweeners can also inherit alternating
chapters from Book A and Book B, or alternating clumps of genes from
Mommy and Daddy. This method retains genes that may be linked to each
other by a proximal function, making it more likely to accumulate "good
stuff."
Another way to think of in-betweeners is to imagine creature A
morphing -- in the Hollywood term -- into creature B. All the creatures it
morphs through on its way from A to B are the pair's possible
in-betweener offspring.
Outsider offspring inherit a position outside of the morph-line between
Mommy and Daddy. Rather than some random halfway stage between a lion
and snake, they are a chimera boasting a lion's head with a snake's tail
and forked tongue. There are several different ways to generate chimera,
including the pretty basic one of fishing in a potluck stew of random
traits possessed either by Mom or Dad. Outsider offspring are wilder,
less expected, more out of control.
But that's not the end of the weirdness feasible in evolutionary
systems. Mating can also be perverse. William Latham is currently
playing around with polygamy in his system. Why limit mating to two
parents? Latham coded his system to allow him to choose up to five
parents and assign each parent varying weights of inheritability. So he
says to his brood of children forms: next time give me something very
much like this one, that one, and that one, and somewhat like this one,
and a little bit like that one. Then he marries them together and they
co-procreate the next brood. Latham can also assign negative values: as
in, not like this one. In effect he has made an antiparent. When an
antiparent mates in multiple marriages it sires (or not-sires) children
as unlike it as possible.
Moving further still from natural biology (at least as far as we know
it) Latham hacked a program for Mutator which follows the breeder's
progress through the Library. Genes that persist over a particular
breeding course, the Mutator assumes the breeder likes. It makes those
genes dominant. Genes that keep changing, the Mutator reads as
"experimental" and unsatisfying to the breeder, so it reduces their
impact by declaring them recessive in any mating.
The idea of tracking evolution in order to anticipate its future course
is bewitching. Both Sims and Latham dream about an artificial
intelligence module that could analyze a breeder's progress through form
space. The AI program would deduce the common element shared by the
selections and then reach far ahead into the Library to retrieve a form
that encapsulates that trait.
At the Pompidou Center in Paris, and at the Ars Electronica Festival in
Linz, Austria, Karl Sims installed a public version of his artificial
evolution universe. In the middle of a long gallery space, a Connection
Machine hummed on a platform. The jet-black cube was vested in
flickering red lights, which syncopated as the machine thought. A heavy
cable connected the supercomputer to an arc of 20 large monitors. A
footpad on the floor sat in front of each color screen in the crescent.
By stepping on a footpad (which covers a switch) a museum-goer chose a
particular image out of the row.
I had a chance to breed CM2 images in Linz. To start, I selected what
looked like an impression of poppies in a garden. Instantly, Sims's
program bred 20 new offspring of the flowers. Two screens filled with
gray rubbish, the other 18 displayed new "flowers," some fragmented,
some in new colors. At each turn I tried to see how flowery I could push
the image. I quickly worked up a sweat running from pad to pad in the
computer-heated room. The physical work felt like gardening -- nurturing
shapes into existence. I kept evolving more elaborate floral patterns,
until another visitor shifted the direction toward wild fluorescent
plaids. I was dumbfounded by the range of beautiful images that the
system uncovered: geometric still lifes, hallucinogenic landscapes,
alien textures, eerie logos. One after another elaborate, brilliantly
colored composition would appear on the monitors and then, unchosen,
retreat forever.
Sims's installation breeds all day, every day, bending its evolution to
the fancy of the passing mob of international museum visitors. The
Connection Machine records every choice, and every choice leading up to
the choice. Sims now has a database of what humans (at least art museum
humans) find beautiful or interesting. He believes that these
inarticulate qualities can be abstracted from such a rich trove of data
and then used as a selection criteria for future breeding in other
regions of the Library.
Or, we may be very surprised to find that nothing unifies the selection
criteria. It may be that any highly evolved form is beautiful. We find
beauty in all biological creatures, although individual people have
individual favorites. Overall, a monarch butterfly is no more or less
striking than its host, the milkweed pod. If inspected without
prejudice, parasitic beasts are beautiful. My suspicion is that the
beauty of nature resides in the process of getting there by evolution
and by the important fact that the form must work biologically as a
whole.
Still, something distinguishes the selected forms, no matter what they
are, from the speckled gray noise that surrounds them. Comparing the
chosen to the random may tell us much about beauty and even help us
figure out what we mean by "complexity."
continue...
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