Extending controller, why?

[eluser]solid9[/eluser]
So what is the advantages of extending My_controller?

For,
Extending admin class
Extending users class
etc...

And what is the dis-advantages of using only one class
for the entire system?

Hope someone will give shed.
And give a good scenario for an example.

Thanks in advanced.