diff --git a/docs/src/manual/PyTorch.md b/docs/src/manual/PyTorch.md
index 6592c54..9eb49af 100644
--- a/docs/src/manual/PyTorch.md
+++ b/docs/src/manual/PyTorch.md
@@ -111,7 +111,7 @@ formulation
 Pass a dictionary to the `config` keyword that maps the `Symbol` name of each
 PyTorch layer to a MathOptAI predictor:
 
-```julia
+```@repl
 using JuMP, MathOptAI
 model = Model();
 @variable(model, x[1:1]);