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What a maze-solving oil drop tells us of intelligence

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Editorial: Blob intelligence is not unlike our own

DYED pink and doped with acid, the small, inanimate drop of oil is deposited at the entrance to the maze - and immediately sets off towards the exit. A few minutes later, it emerges at the other end.

No one would equate this apparently astonishing problem-solving with intelligence. But new theories on human intelligence and the brain suggest the simple molecular processes governing the oil droplet's apparently smart behaviour may be fundamentally similar to those that govern how we act.

A decade ago Toshiyuki Nakagaki, now at Hokkaido University in Sapporo, Japan, reported that the slime mould Physarum polycephalum could negotiate a maze to reach food at the exit. Boldly, his team wrote in Nature: "this implies that cellular materials can show a primitive intelligence".

Now Bartosz Grzybowski, a chemist at Northwestern University in Evanston, Illinois, has shown that a simple oil droplet floating on top of an aqueous solution can also navigate a complex maze - in this case to reach an acid-soaked lump of gel at the exit (see 'Intelligent' oil droplet navigates chemical mazeMovie Camera).

The droplet moves because the gel sets up a pH gradient within the maze. The acid changes the surface tension of the oil droplet, but because of the pH gradient, it affects opposite sides of the droplet unequally. The surface tension is different at the slightly more acidic "front" of the droplet than at the back. This difference is what is ultimately responsible for moving the droplet towards the maze's exit (Journal of the American Chemical Society, DOI: 10.1021/ja9076793).

Nakagaki is unwilling to extend the notion of intelligence to the oil droplet. "It is nonsense for me to consider intelligence in non-living systems," he says. But Andy Clark, a philosopher at the University of Edinburgh, UK, suggests that this does not do Grzybowski's set-up justice. Much of biology boils down to chemistry, Clark points out. "The mere fact that it's just physical stuff doing what it does can't be a strike against the droplets," he says. "Whatever intelligence is, it can't be intelligent all the way down. It's just dumb stuff at the bottom."

Whatever intelligence is, it can't be intelligence all the way down. It's just dumb stuff at the bottom

So why does the dumb droplet appear to be moving in an intelligent way? The answer is all around us, says Clark. The aqueous environment surrounding the droplet is structured to such a high degree by the pH gradient that it makes the dumb droplet appear smart. "It's a neat demonstration of just how much problem-solving punch you can get from a minimal internal structure in a nicely enabling environment."

Humans rely on the same trick, says Clark. It forms the basis of the extended mind theory, which Clark and David Chalmers, now at the Australian National University in Canberra, proposed in the late 1990s. They say the division between mind and environment is less rigid than previously thought; the mind uses information within the environment as an extension of itself.

While a person can learn a route through a maze and then negotiate the maze by memory, a person would appear equally smart to an outsider if they simply followed signposts in the maze to reach the exit. "A smart person, like the droplets, is often smart due to canny combinations of internal and external structure," says Clark.

It's a powerful idea that is filtering into theories about artificial intelligence. Rolf Pfeifer at the University of Zurich in Switzerland is exploring how to "outsource" some of the cognitive load of artificially intelligent systems. He points out evidence that the way our knees absorb the energy of a jump is controlled by the material properties of the leg itself: the reactions happen too quickly to be controlled by the brain or even a reflex. Through careful choice of materials, Pfeifer is now applying that idea in his robot creations by designing body parts that are capable, to some degree, of autonomously reacting to their environment.

Karl Friston, a neuroscientist at University College London, goes further. He says the human brain and the oil droplet do share some fundamental attributes, in particular in the way they both respond to their environment.

This ties in with Bayesian brain theory, which pictures our brains as attempting to understand the world by observing the environment and making, then improving, predictions about what will happen next. Friston is working on a unified theory of the brain (New Scientist, 31 May 2008, p 30) that mathematically describes how the brain continually improves its predictions by observing its environment and minimising errors.

He sees "deep similarities" between his theory and the droplet's movement. As the droplet moves towards the exit it is moving towards a state of chemical equilibrium, where it has minimised its free energy.

Work on artificial neural networks has shown that the same principles apply to these networks: by minimising the difference between the predictions a network makes and what it actually senses happening, the network is also driven towards equilibrium. Friston is now showing how the equations that govern neural networks and thermodynamic systems apply to real brains.

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Have your say
Comments 1 | 2 | 3 | 4 | 5 | 6

"problem Solving"

Thu Jan 21 14:25:38 GMT 2010 by Mike

"It's a neat demonstration of just how much problem-solving punch you can get from a minimal internal structure in a nicely enabling environment."

It's not problem solving if you have a piece of string to follow to the end. What takes "intelligence" is figuring out how to put the string in there in the first place.

"problem Solving"

Thu Jan 21 15:36:15 GMT 2010 by HKS

That's what I thought as well... Isn't it akin to tying a string onto a ball and pulling it through the maze and then saying the ball is intelligent?!

This comment breached our terms of use and has been removed.

This comment breached our terms of use and has been removed.

"problem Solving"

Thu Jan 21 16:13:40 GMT 2010 by Colin Barras

I'm not sure you can deny that finding the shortest route through a maze is "problem solving". Even Grzybowski - who is adamant that his chemical droplets are not intelligent - says in his paper that the droplets have solved the maze problem.

Of course, that doesn't mean that problem solving indicates intelligence, which still leaves up for debate precisely what "intelligence" is. You suggest it lies in figuring out how to put the string to follow through the maze. Here, the "string" is no more than a gradient in pH, which is established by the simple process of diffusion. Does that imply, then, that diffusion is intelligent?

"problem Solving"

Thu Jan 21 18:19:33 GMT 2010 by Tom

But there is no problem solving - the acid on the 'target' will make a gradient that is steepest over the shortest route so the blob will head that way. There was no problem for it to solve. Like the other posters string analogy its a bit like saying Newtons apple solved Einstein's field equations when it dropped on his head!

"problem Solving"

Thu Jan 21 18:53:16 GMT 2010 by Richard

This *is* problem solving... The problem is this: How do you get from the entrance of the maze to the exit? The solution is to follow the pH gradient, which is exactly what the blob is doing. It's not solving it via intelligence or deduction it's solving it through a mechanical process, but it's still solving a problem.

I think the issue here is once again people who don't understand the terms properly and thus make assumptions about what qualifies and what doesn't. In this case it's definitely a case of problem solving, just not through intelligence (which is the whole point of the article)

"problem Solving"

Thu Jan 21 20:36:08 GMT 2010 by Daniel

The difference is that it wasn't the oil droplet that solved the problem, but the scientist who put the gradient in place.

It's the same reason why the Searle's chinese room isn't intelligent: the intelligence is a manifestation of the smarts of the person who wrote the book which the room uses to speak chinese.

A person would appear equally dumb to an outsider if they simply followed signposts in the maze to reach the exit, if the outsider knew there were signposts along the way.

I hold that genuine intelligence must be a product of the agent itself and not merely a result from a well placed cue. This has fundamental importance on the way we think of thinking, since it requires that some element in the agent has to produce or transform information somehow without a causal link to the past. One candidate is some form or quantum "coin tossing" that allows true "intuition" to exist inside the intelligent agent.

If no such effect exists, then we have to be content with the knowledge that we are qualitively no more intelligent than a rock rolling down a hill, and the whole idea of intelligence dissapears since everything is just that.

"problem Solving"

Sat Jan 23 09:39:17 GMT 2010 by Soylent

A computer can't solve a problem either.

The transistors are just simple on-off switches. All the ALUs, SRAM caches, branch prediction units and other stuff are just composed of transistors. Programs are ultimately just ones and zeroes.

None of the neurons in your brain do any "real" problem solving either; they're simply mindless chemical machines that just chug-along.

Was it your intent to define problem solving out of existance?

"problem Solving"

Thu Jan 21 21:26:25 GMT 2010 by Adebola Adeola

The acid is merely reacting to its environment - i.e. diffusing - just like the oil droplet reacts to the pH gradient. It is all a matter of cause and effect and not exactly intelligence

"problem Solving"

Fri Jan 22 02:11:29 GMT 2010 by Sleep with Hardcore Mechanism

And intelligence ISN'T just a developed and complex evolution of causes and effects??

Is that what you're saying?

The article clearly articulates the point of how the pH navigating droplet demonstrates a base-form of intelligence through achieving a specific outcome. Like everything, there's a continuum here. Intelligence is not a binary function but a collection of forces that sum up to give predictable results. Defining intelligence as completely separate from the actions of this oil droplet is akin to defining the mind as completely separate from the brain and body, or humans from other animal species. This dogmatic mentality that things "just are" at a certain level, rather than being the result of many tiny parts is foolish. Don't take intelligence for granted people, it's a fantastic process.

"problem Solving"

Sun Jan 24 02:39:16 GMT 2010 by Cube

The process of making choices - intelligent or not - is always a process based on reasons, i.e. a matter of cause and effect.

Intelligence is an intrinsic value of an object, not an external force moving it. Whereas the droplet is forced by the acidic differences within the maze, an intelligent object would be forced by it's internal qualities.

This comment breached our terms of use and has been removed.

"problem Solving"

Fri Jan 22 01:36:38 GMT 2010 by David

This whole article is insane from begining to end it looks at things in a way that avoids all of the logic of science and replaces it with primative interpretations. This oil is not doing anything more inteligent than a ball rolling down a path which has junctions where paths lead back up hill.

"problem Solving"

Fri Jan 22 02:55:12 GMT 2010 by Dave

I think what's confounding the issue here is what most people perceive as the "problem solving" aspect of a maze.

Our experiences or problem solving involves being put into a situation to which you do not instinctively know the answer - to use the metaphor of previous posters, there is no string to follow.

Hence to us it is incorrect to describe an oil droplet as both "problem solving" and "intelligent" in that it will follow an effectively pre-determined path out of a maze.

"problem Solving"

Fri Jan 22 05:43:03 GMT 2010 by Ribbit

Intelligence and problem solving are manifested through choices, the oil droplet made no choices hence it solved no problem and thus hasn't shown any intelligence. It's like saying the moon uses its intelligence to problem solve the path it should follow in its orbit.

"problem Solving"

Fri Jan 22 18:49:18 GMT 2010 by James

So how do you make a choice? Is it possibly based on passed experience? Do you have any control over these past experiences?

It always 'feels' like we are making our own decisions, but in reality we either choose based on what we 'know' or just pick randomly. The only difference between us and that drop of oil, is that we can 'remember'

"problem Solving"

Fri Jan 22 07:09:38 GMT 2010 by MP

Let us consider the Blob and an ant. The Blob travels based on difference in ph whereas the ant travels based on difference in scent strength on its antennae. Suppose there was no difference in ph the blob would remain still if all other factors remain the same (slope, etc). will the ant do the same or will it still move around trying to locate the source of food or home? Let us consider another situation - what if the maze had two paths with equal difference in ph? The ant will surely target one source even if there were two sources of food with equal scent strengths. A computer is purely movement of electrons and holes - If we call a computer a dumb device then how can we label the blob as intelligent?

"problem Solving"

Fri Jan 22 07:12:33 GMT 2010 by MP

Did not finish the last sentence - "A computer is purely movement of electrons and holes caused by difference in voltage - If we call a computer a dumb device then how can we label the blob as intelligent?"

This comment breached our terms of use and has been removed.

This comment breached our terms of use and has been removed.

This comment breached our terms of use and has been removed.

"problem Solving"

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"problem Solving"

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"problem Solving"

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This comment breached our terms of use and has been removed.

This comment breached our terms of use and has been removed.

This comment breached our terms of use and has been removed.

Intelligent Drops

Thu Jan 21 16:08:38 GMT 2010 by Rick Marengo
http://www.axlr8.co.uk

The drop fell

whether it fell downa slope, a tube or bent tube or an osmosis gradient. It is all the same thing!

It just fell.

Intelligent Drops

Fri Jan 22 02:59:23 GMT 2010 by Gumbo
http://www.acb-3d.com/index.html

Yes.

A leaf floating in river negotiates its way out to sea. Surely it must be intelligent.

Matter coalesces into stars and Galaxies. Surely an intelligence is at work here.

An oil drop.....

Good grief.

Intelligent Drops

Fri Jan 22 21:13:55 GMT 2010 by Cyrus
http://thephilosopherstone.ca

Exactly!

Comments 1 | 2 | 3 | 4 | 5 | 6

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Just follow the cues (Image: Digitaler Lumpensammler/Getty)

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