Suppose that we have a sequence of positive numbers $(x_n)_{n \in \mathbb N}: x_n>0$ which are not necessarily integers.
Q1 Can you give some examples of necessary/sufficient conditions for the convergents of the generalised continued fraction expansion associated to $(x_i)$, given by (to use Gauss's notation:)
$$ x_1 + \underset{n=2}{\overset\infty {K}}\; \frac 1 {x_n} \quad=\quad x_1 + \frac 1 {x_2 + \frac 1 {x_3 + \ddots}}, $$
to converge?
Q2 On the other hand, what can possibly go wrong—so as to guarantee divergence?
References are certainly welcome. Thanks for reading!
At https://en.wikipedia.org/wiki/Convergence_problem there is a discussion of convergence for generalized continued fractions.
Consider the sequence of partial denominators: $q_1=1,\,q_2=x_2,\,q_n=x_n\cdot q_{n-1}+q_{n-2},\forall n\geq 3$. Then the continued fraction in question converges if, and only if, $\displaystyle\lim_nq_{n+1}q_n\to \infty$.
This can be proved using the difference formula:
$[x_1,x_2,\dots,x_n]-[x_1,x_2,\dots,x_n,x_{n+1}]=\dfrac{(-1)^{n+1}}{q_nq_{n+1}}$.
And observing that, since $x_i$ is positive for every $i$, the continued fraction $[x_1,x_2,\dots,x_n,x_{n+1},\dots,x_{n+a}]$ is in between $[x_1,x_2,\dots,x_n]$ and $[x_1,x_2,\dots,x_n,x_{n+1}]$ for every $a\geq 2$.
As observed by WA Don in the comments this convergence criteria can be further refined. Actually, the continued fraction in question converges if, and only if, $\displaystyle\sum_k x_k=\infty$.
According to Jones and Thron, Continued Fractions (1980), this can be proved using the inequalities $q_n\leq (1+x_2)\cdots (1+x_n)\leq e^{\sum_{k=2}^nx_k}$ for every $n$ and $q_{2k}\geq x_2+x_4+\cdots x_{2k}$ and $q_{2k+1}\geq 1+x_2(x_3+x_5+\cdots+x_{2k+1})$ for every $k$.
In the particular case where $x_k$ is uniformly bounded away from zero, i.e. $c:=\inf_k x_k>0$, then the convergence of the continued fraction is exponential. This follows from the inequality $q_{n+1}q_n\geq c(1+c^2)^{n-1}$ for every $n$.