Once the last prince is killed the dream will come true...

So we'll start at a start state, we'll apply the policy and let's say the policy tells us to move in this direction.

Use setting from global policy.

Establish an INDI device either in local mode or server mode.

Repeat

So we really have a bound on the utility here.

What does that mean? so that's the difference between the policy that the agent has learned and the optimal policy.

I've also graphed, with a dotted line, the policy loss.

Connection established.

IPSec phase 2 established.

Connection was closed.

A policy was not met.

Now that's a good characteristic.

If I keep expanding this, I get the following solution.

So we have very diverse contributors in terms of political, religious, cultural backgrounds.

The connection has now established

Create connection

Pay attention to who you are and what you're doing.

Policies

Policy

Now, imagine we thought bruises were the problem, and we evolved a giant medical establishment and a culture around treating bruises masking creams, painkillers, you name it, all the while ignoring the fact that people are still banging their shins into coffee tables.

I have mortgage and I have young child and I want to make sure that if anything were to happen to me over the next...

That's not our policy, sir.

Change Java Policy

Change JavaScript Policy

Overwrite Policy

Low level IPsec phase 1 established.

Low level IPsec connection established.

Low level IPsec phase 2 established.

Low level connection established.

New Java Policy

New JavaScript Policy

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.

Perimeter established.

So that policy does, in fact, work randomly making moves with some probability but it tends to be slow to converge.

First tunnel is now up, waiting for second one...

Now to solve an MDP, we're trying to find a policy pi of S that's going to be our answer.

Java policy

JavaScript policy

Reason A connection is already in the process of being established.

Second tunnel is now up.

SSH tunnel is now up

The first is agent design.

New connection automatically established

As you can see, each grid cell now has a label.