@Anon
First, your statement that $e^{10}$ is not correct. It is a constant and the derivative of a constant is 0. Of course, if you meant $e^x$, then yes, its derivative is $e^x$.
Question 1: You're thinking of derivatives of monomials, where for example, d/dx of $x^3$ is 3$\cdot x^{3-1}=3\cdot x^2$. However, the Exponential Function IS NOT a monomial. It is a constant raised to some function of x.
Question 2: Not sure what your question is here, but I suspect that better understanding of derivatives and the Chain Rule will resolve it.
Question 3: your statement is not correct. $e^{10-4}$ is $e^6$ and this is a constant. The derivative of a constant is 0.
To address your comment "didn't realise that e to the power of something with arithmetic operations was part of the chain rule"; it comes into play because a variable substitution mandated the Chain Rule.
To see what I mean, another way to look at taking the derivative of $y=e^{10-t}$ is to apply the derivative operator to both sides of the equation:
$\frac {d}{dt}$ [y] = $\frac {d}{dt}$ [$e^{10-t}$]
By definition, the LHS becomes y'. Before continuing on the RHS, let $\mu$ = $10-t$
Our equation is now y' = $\frac {d}{dt}$ [$e^{\mu}$]. Whoa! Take notice that we're applying d/dt to a function of $\mu$, and that's why the Chain Rule comes into play. The Chain Rule effectively says you can change d/dt to d/d$\mu$ ONLY IF you multiply by d$\mu$/dt. Thus,
y' = $\left( \frac {d}{d\mu} [e^{\mu}]\right) \cdot\left(\frac {d\mu}{dt}\right)$
The first part of the RHS is simply $e^{\mu}$. So now we have
y' = $e^{\mu} \cdot\left(\frac {d\mu}{dt}\right)$
So now we must determine d$\mu$/dt. We do this by referring to our variable substitution equation, and applying the Derivative Operator to both sides:
$\frac {d}{dt} [\mu]$ = $\frac {d}{dt}$ [10-t}]
Again by definition, the LHS becomes d$\mu$/dt. So we have
$\frac {d\mu}{dt}$= $\frac {d}{dt}$ [10-t}] = $\frac {d}{dt}$ [10] - $\frac {d}{dt}$ [t]
The derivative of the constant, 10, by definition, is 0. The derivative of t is 1. Therefore,
$\frac {d\mu}{dt}$= (0)-(1)=-1. Substituting yields
y' = $e^{\mu} \cdot (-1)$. And re-substituting the definition of $\mu$ yields
y' = -$e^{10-t}$