When you define a function `f`, you are (a) applying `Set` or `SetDelayed` to a pattern, (b) creating a rule, (c) associating the rule with a symbol (`f`), and (d) storing that in `DownValues` (usually). FullForm[Hold[f[x_] := x^2]] (* Hold[SetDelayed[f[Pattern[x, Blank[]]], Power[x, 2]]] *) f[x_] := x^2 DownValues@f (* {HoldPattern[f[x_]] :> x^2} *) ###First question: is it true that "everything in Mathematica is ultimately stored as a rule?" No: for example `2` is not a rule. It's just 2. So not everything is a rule, just functions. Everything is an expression, ... some expressions (as a side-effect) create and store rules in DownValues. ###Second question: does Mathematica "gloss over" these rules by representing them as functions? Yes and no. They give you a glossy shortcut for input: f[x_] := x^2 instead of requiring you to write something like AppendTo[Downvalues[f], f[x_] :> x^2] There was one misunderstanding in your question; you asked about the output of FullForm[f[x]] This is **not** showing you the definition of the function `f`. It is showing you the result of applying `f` to `x`. See the following: FullForm[f[2]] (* 4 *) If you want to see the definition of `f` you should either use `Information` (which is glossy and not very useful) or `DownValues` which contains what you're after. ###Third question: does the by value/by reference question have any when you "pass" a value to a Mathematica function? Work on the assumption that Mathematica is pretty smart "under the hood" about pass by value/ pass by reference.