See also the entry in the graphs problem collection.
See also [57].
This was disproved by Alon [Al85], who proved, for example, that there exists some absolute constant $C>0$ such that if $r\geq C$ and $k\geq Cr$ then there exists an $r$-uniform hypergraph with chromatic number $\geq k$ with at most \[\leq (7/8)^r\binom{(r-1)(k-1)+1}{r}\] many edges.
In general, Alon gave an upper bound for the minimal number of edges using Turán numbers. Using known bounds for Turán numbers then suffices to disprove this conjecture for all $r\geq 4$. The validity of this conjecture for $r=3$ remains open.
If $m(r,k)$ denotes the minimal number of edges of any $r$-uniform hypergraph with chromatic number $>k$ then Akolzin and Shabanov [AkSh16] have proved \[\frac{r}{\log r}k^r \ll m(r,k) \ll (r^3\log r) k^r,\] where the implied constants are absolute. Cherkashin and Petrov [ChPe20] have proved that, for fixed $r$, $m(r,k)/k^r$ converges to some limit as $k\to \infty$.
This was solved by Erdős and Lovász [ErLo75], who proved in particular that there is a vertex contained in at least \[\frac{2^{r-1}}{4r}\] many edges.
They do not specify what is meant by $3$-critical. One definition in the literature is: a hypergraph is $3$-critical if there is a set of $3$ vertices which intersects every edge, but no such set of size $2$, and yet for any edge $e$ there is a pair of vertices which intersects every edge except $e$. Raphael Steiner observes that a $3$-critical hypergraph in this sense has bounded size, so this problem would be a finite computation, and perhaps is not what they meant.
An alternative definition is that a hypergraph is $3$-critical if it has chromatic number $3$, but its chromatic number becomes $2$ after deleting any edge or vertex.
This is equivalent to asking whether there exists $k>2$ such that the chromatic number of the Johnson graph $J(2k,k)$ is $k+1$ (it is always at least $k+1$ and at most $2k$). The chromatic numbers listed at this website show that this is false for $3\leq k\leq 8$.
Erdős and Lovász [ErLo75] proved that there must be two edges which meet in $\gg \frac{r}{\log r}$ many vertices.
What is $A_3$?