I'm not a car guy per se, I understand the theories of engine performance but not sure if my conclusions are correct. Just some corrections from the experts would be welcomed 
If the volume of a cylinder is fixed (i.e. we don't increase cylinder size) and the stroke of a piston is fixed thus the compression ratio inside the engine remains constant, so for the Stinger V6 that is 10:1 ratio using atmospheric pressure.
To increase performance in this scenario, the only variable the engine has if everything else remains unchanged is increasing the volume of Air in the cylinder, thus increasing its compression ratio by exceeding atmospheric pressure. By increasing the volume however, this has the effect of heating the air along with the added compression heats the air even more. The heating of this air due to increased volume and compression, depending on the ambient temperature to begin with, may heat the air to the ignition point of the fuel, thus causing knock (premature detonation).
The goal of the intercooler is to try to lower the temperature of the ambient air to provide more headroom for internal temperature of the air in the cylinder to avoid premature detonation. A second option is to use a higher quality fuel, a higher octane, that detonates at a higher temperature thus preventing knock. A third option is to inject a cooling agent, like Water Injection, to try to reduce the temperature of the air so the fuel won't detonate.
In the end, it's a game of trying to shove higher volumes of air into a cylinder without it reaching the detonation point of the fuel being used and for the most part that's what all these tuning products try to do, in some way to push that sweet spot where you get the most volume of air but keep the temperature below detonation point of the fuel.
There is, however, a limit to the volume of air in a cylinder as the compression ranges could reach a point the internal components are not designed to handle and overstress the components to failure. In addition, if given limitless volume, the fuel system may not be able to add enough fuel, as the system has exceeded its capability to properly add sufficient fuel to the increased volume of air. So there is a point, given stock components, that you can increase one thing all you want but are limited by the secondary item in the system?
Is this then correct, that the major change in production of torque and horsepower for stock engines is this balancing act on how best one pushes the volume of air in the cylinder to stay below the detonation level of the fuel and how close one comes to reaching the failure point of the components based on the increased volume, above atmospheric pressure (PSI of the turbos) in the compression and explosion strokes while still within the range of the fuel system to keep up with the increased volumes?
If the volume of a cylinder is fixed (i.e. we don't increase cylinder size) and the stroke of a piston is fixed thus the compression ratio inside the engine remains constant, so for the Stinger V6 that is 10:1 ratio using atmospheric pressure.
To increase performance in this scenario, the only variable the engine has if everything else remains unchanged is increasing the volume of Air in the cylinder, thus increasing its compression ratio by exceeding atmospheric pressure. By increasing the volume however, this has the effect of heating the air along with the added compression heats the air even more. The heating of this air due to increased volume and compression, depending on the ambient temperature to begin with, may heat the air to the ignition point of the fuel, thus causing knock (premature detonation).
The goal of the intercooler is to try to lower the temperature of the ambient air to provide more headroom for internal temperature of the air in the cylinder to avoid premature detonation. A second option is to use a higher quality fuel, a higher octane, that detonates at a higher temperature thus preventing knock. A third option is to inject a cooling agent, like Water Injection, to try to reduce the temperature of the air so the fuel won't detonate.
In the end, it's a game of trying to shove higher volumes of air into a cylinder without it reaching the detonation point of the fuel being used and for the most part that's what all these tuning products try to do, in some way to push that sweet spot where you get the most volume of air but keep the temperature below detonation point of the fuel.
There is, however, a limit to the volume of air in a cylinder as the compression ranges could reach a point the internal components are not designed to handle and overstress the components to failure. In addition, if given limitless volume, the fuel system may not be able to add enough fuel, as the system has exceeded its capability to properly add sufficient fuel to the increased volume of air. So there is a point, given stock components, that you can increase one thing all you want but are limited by the secondary item in the system?
Is this then correct, that the major change in production of torque and horsepower for stock engines is this balancing act on how best one pushes the volume of air in the cylinder to stay below the detonation level of the fuel and how close one comes to reaching the failure point of the components based on the increased volume, above atmospheric pressure (PSI of the turbos) in the compression and explosion strokes while still within the range of the fuel system to keep up with the increased volumes?

