diff --git a/ext/LuxTrackerExt.jl b/ext/LuxTrackerExt.jl
index c65ed3644b..a0880d9469 100644
--- a/ext/LuxTrackerExt.jl
+++ b/ext/LuxTrackerExt.jl
@@ -70,30 +70,6 @@ LuxCore.apply(m::AbstractExplicitLayer, x::TrackedArray, ps, st) = m(x, ps, st)
     return ArrayInterface.aos_to_soa(reverse(x; dims))
 end
 
-# SimpleChains.jl: DON'T REPLACE THESE WITH @grad_from_chainrules
-for T1 in (:TrackedArray, :AbstractArray), T2 in (:TrackedArray, :AbstractArray)
-    T1 === :AbstractArray && T2 === :AbstractArray && continue
-
-    @eval function Lux.__apply_simple_chain(layer, x::$(T1), ps::$(T2), dev::LuxCPUDevice)
-        return Tracker.track(Lux.__apply_simple_chain, layer, x, ps, dev)
-    end
-end
-
-Tracker.@grad function Lux.__apply_simple_chain(layer, x, ps, ::LuxCPUDevice)
-    @warn "`Tracker.jl` often produces incorrect gradients for `SimpleChains.jl` models. \
-           As such please test your model with FiniteDifferences or Zygote before using \
-           `Tracker.jl` for your model." maxlog=1
-    y, pb_f = CRC.rrule(layer, Tracker.data(x), Tracker.data(ps))
-    __∇apply_simple_chain = let pb_f = pb_f
-        Δ -> begin
-            _, ∂x, ∂ps = pb_f(convert(Array, Tracker.data(Δ)))
-            return Tracker.nobacksies(:__apply_simple_chain, (nothing, ∂x, ∂ps, nothing))
-        end
-    end
-    # Tracker is not great at handling arbitrary types, so we convert to Array
-    return Array(y), __∇apply_simple_chain
-end
-
 # DynamicExpressions.jl
 for T1 in (:TrackedArray, :AbstractArray), T2 in (:TrackedArray, :AbstractArray)
     T1 === :AbstractArray && T2 === :AbstractArray && continue
diff --git a/src/layers/extension.jl b/src/layers/extension.jl
index 3fac617904..972da75a38 100644
--- a/src/layers/extension.jl
+++ b/src/layers/extension.jl
@@ -210,16 +210,7 @@ regular `Array` or not. Default is `false`.
 ## Arguments
 
   - `layer`: SimpleChains layer
-
-!!! note
-
-    If using `Tracker.jl`, the output will always be a regular `Array`.
-
-!!! danger
-
-    `Tracker.jl` sometimes produces incorrect gradients for `SimpleChains.jl` models. As
-    such please test your model with FiniteDifferences or Zygote before using `Tracker.jl`
-    for your model.
+  - `lux_layer`: Potentially equivalent Lux layer that is used for printing
 """
 struct SimpleChainsLayer{ToArray, SL, LL <: Union{Nothing, AbstractExplicitLayer}} <:
        AbstractExplicitLayer
diff --git a/test/transform/simple_chains_tests.jl b/test/transform/simple_chains_tests.jl
index b688a467c3..450fe88082 100644
--- a/test/transform/simple_chains_tests.jl
+++ b/test/transform/simple_chains_tests.jl
@@ -28,7 +28,7 @@
     @test size(gs[1]) == size(x)
     @test length(gs[2].params) == length(ps.params)
 
-    @eval @test_gradients $__f $x $ps atol=1.0f-3 rtol=1.0f-3
+    @eval @test_gradients $__f $x $ps atol=1.0f-3 rtol=1.0f-3 skip_tracker=true
 
     x = randn(Float32, 28, 28, 1, 15)
     @test size(first(simple_chains_model(x, ps, st))) == (10, 15)
@@ -39,7 +39,7 @@
     @test size(gs[1]) == size(x)
     @test length(gs[2].params) == length(ps.params)
 
-    @eval @test_gradients $__f $x $ps atol=1.0f-3 rtol=1.0f-3
+    @eval @test_gradients $__f $x $ps atol=1.0f-3 rtol=1.0f-3 skip_tracker=true
 
     @testset "Array Output" begin
         adaptor = ToSimpleChainsAdaptor((static(28), static(28), static(1)), true)
@@ -98,7 +98,7 @@
             @test size(gs[1]) == size(x)
             @test length(gs[2].params) == length(ps.params)
 
-            @eval @test_gradients $__f $x $ps atol=1.0f-3 rtol=1.0f-3
+            @eval @test_gradients $__f $x $ps atol=1.0f-3 rtol=1.0f-3 skip_tracker=true
         end
     end