How to Evaluate Any System, General Eval?
With the rise of ai/agent systems, its became very hard and important question to evaluate these systems, can we create a mathmatical framework that can evaluate any system given Task, i don't know how to do this , i have some hypothesis, Let say any System S is built using n subcomponent systems, which can be dependent or independent of each other,
What we say when we mean evaluation E of system S is what are the chances this system will fail P(S will fail), if we know this probability and if its less than some threshold t then we usually say this system is good,
Now S is built using n subcomponents ( S1, S2,...Sn)
Lets define a random variable X= S will fail
X= U{k=1 to n} Sk
P(X)= inclusion exclusion principle over Sk=> we need to know 2^n probabilities to be sure
Is my reasoning correct?
Can someone eval this?
This is feel is the most important question of this century!