  We propose a solvable model of Quantum Darwinism to encoding transitions --
abrupt changes in how quantum information spreads in a many-body system under
unitary dynamics. We consider a random Clifford circuit on an expanding tree,
whose input qubit is entangled with a reference. The model has a Quantum
Darwinism phase, where one classical bit of information about the reference can
be retrieved from an arbitrarily small fraction of the output qubits, and an
encoding phase where such retrieval is impossible. The two phases are separated
by a mixed phase and two continuous transitions. We compare the exact result to
a two-replica calculation. The latter yields a similar ``annealed'' phase
diagram, which applies also to a model with Haar random unitaries. We relate
our approach to measurement induced phase transitions (MIPTs), by solving a
modified model where an environment eavesdrops on an encoding system. It has a
sharp MIPT only with full access to the environment.
