SOLVED
Let $a_n\geq 0$ with $a_n\to 0$ and $\sum a_n=\infty$. Find a necessary and sufficient condition on the $a_n$ such that, if we choose (independently and uniformly) random arcs on the unit circle of length $a_n$, then all the circle is covered with probability $1$.
A problem of Dvoretzky
[Dv56]. It is easy to see that (under the given conditions alone) almost all the circle is covered with probability $1$.
Kahane [Ka59] showed that $a_n=\frac{1+c}{n}$ with $c>0$ has this property, which Erd\H{s} (unpublished) improved to $a_n=\frac{1}{n}$. Erd\{o}s also showed that $a_n=\frac{1-c}{n}$ with $c>0$ does not have this property.
Solved by Shepp [Sh72], who showed that a necessary and sufficient condition is that
\[\sum_n \frac{e^{a_1+\cdots+a_n}}{n^2}=\infty.\]