It is well known that the iteration scheme
$$ x_{n+1} = \frac{1}{2} (x_n + \frac{2}{x_n })$$
converges to $\sqrt{2}$ very fast. More precisely, it converges quadratically. The problem is, is there any even faster algorithm? Namely, can we find another polynomial $P(x, 1/x)$ of $x$ and $1/x$ with rational coefficients, such that the iteration scheme
$$x_{n+1} = P \left(x_n , \frac{1}{x_n} \right)$$
converges even faster?
The conjecture is that no such algorithm exists. But I have no idea how to prove it.
Here's one that converges faster (fewer steps), at least in a certain range:
$x_{n+1}=-{1\over32}x_n^3+{5\over8}x_n+{7\over8}{1\over x_n}$
That has the desired properties of $P(\sqrt 2)=\sqrt 2$ and a local minimum at $x=\sqrt 2$:
It can be seen that the curve (and thus the iterates starting from $x < 3$ anyway) is closer to $\sqrt 2$ than the Newton curve.
The ratio of first seven iterates to $\sqrt 2$, starting from $x=3$:
Of course, it's only about one step ahead, and there's the additional cost of the cube factor