diff --git a/stdlib/Random/src/Xoshiro.jl b/stdlib/Random/src/Xoshiro.jl
index 1909effbbc9e6..09a3e386e9a2b 100644
--- a/stdlib/Random/src/Xoshiro.jl
+++ b/stdlib/Random/src/Xoshiro.jl
@@ -185,8 +185,8 @@ end
     TaskLocalRNG
 
 The `TaskLocalRNG` has state that is local to its task, not its thread.
-It is seeded upon task creation, from the state of its parent task.
-Therefore, task creation is an event that changes the parent's RNG state.
+It is seeded upon task creation, from the state of its parent task, but without
+advancing the state of the parent's RNG.
 
 As an upside, the `TaskLocalRNG` is pretty fast, and permits reproducible
 multithreaded simulations (barring race conditions), independent of scheduler
@@ -203,6 +203,9 @@ may be any integer.
 
 !!! compat "Julia 1.11"
     Seeding `TaskLocalRNG()` with a negative integer seed requires at least Julia 1.11.
+
+!!! compat "Julia 1.10"
+    Task creation no longer advances the parent task's RNG state as of Julia 1.10.
 """
 struct TaskLocalRNG <: AbstractRNG end
 TaskLocalRNG(::Nothing) = TaskLocalRNG()