Now what that suggests is the design for an exploration agent that will be more proactive about exploring the world when it's uncertain, and will fall back to exploiting the optimal policy or whatever policy it has as close to optimal when it becomes more certain about the world.

There is a potential to do good as well.

The real world.

Up above?

Some things need to be seen to be believed.

At this point unconfirmed reports Indicate that

We talked about planning, but not under uncertainty, and you've had many, many classes of under uncertainty, and now it gets to the point where we can make decisions under uncertainty.

So you've got an interface that has no interface.

Got to know each other IRL? What is that?

That our world wasn't real.

That this world is not real.

Consider this my real life car has about 25,000 miles on it.

And if you look at the end result, our estimate is almost exactly 11, which is the result of 10 1.

And of course, math is very powerful at doing that.

Of course, we can't know what will happen.

Yeah...

Limbo is gonna become your reality.

That her world wasn't real.

Here are some, generally you get my cast of cartoon mind.

Maybe we can take a look at some of those.

Welcome to the real world.

Imagine, for example, an augmented reality app that overlays a virtual world to millimeter level precision on top of the physical world.

While some of these instincts may be innate, most are learned, and all of them are hardwired into our brains.

For Richard Kimble, however... ( siren blaring ) ...this has become a world of stark realities.

And only 30 million people are in its eastern areas.

Go on.

Now, the model is intuitively right.

But even at a higher level, the modeling limitations of complicated systems are such that, one might as well view the world as inherently stochastic.

It will not be long before the world runs short of food.

I just do a kind of a numerical example first, and then I'll think of a little bit more of a real world example.

Every time the robot moves, it loses information as to where it is.

So it's 0, 0, 0, 0 please don't change it.

The galaxy's a pretty barren, desolate place when you get right down to it.

We need cooperation between you and the computing network and the computer.

Relative to just even the outer regions of the solar system.

Well, I don't know, John, but it's not the real one.

I'm confident that there won't be a world war.

Then you arrive at a prediction that adds the motion of command to the mean, and it has an increased uncertainty over the initial uncertainty.

Now, it's expanding very rapidly about five percent a month or so right now, in terms of new servers being added.

I said, Well, that's great.

In everything else, the world is well defined.

The real world hurts, doesn't it?

Imagine a world without theater, without the arts, without song, without dancing, without soccer, without football, without laughter.

What the hell? That's messed up. That's Kafkaesque.

But I guarantee you will see the world with new eyes.