diff --git a/ext/PigeonsDynamicPPLExt/state.jl b/ext/PigeonsDynamicPPLExt/state.jl
index 96ef2d27d..8e75b6589 100644
--- a/ext/PigeonsDynamicPPLExt/state.jl
+++ b/ext/PigeonsDynamicPPLExt/state.jl
@@ -52,7 +52,7 @@ end
 function Pigeons.step!(explorer::AutoMALA, replica, shared, vi::DynamicPPL.TypedVarInfo)
     log_potential = Pigeons.find_log_potential(replica, shared.tempering, shared)
     state = DynamicPPL.getall(vi)
-    Pigeons._extract_commons_and_run_auto_mala!(explorer, replica, shared, log_potential, state)
+    Pigeons._extract_commons_and_run!(explorer, replica, shared, log_potential, state)
     DynamicPPL.setall!(replica.state, state)
 end
 
diff --git a/test/test_turing.jl b/test/test_turing.jl
index ff4a47414..5b8e26815 100644
--- a/test/test_turing.jl
+++ b/test/test_turing.jl
@@ -1,21 +1,35 @@
 include("supporting/turing_models.jl")
 
+
+
+
 #= 
 The reason this test is excluded is described in 
 ADgradient() in TuringLogPotential.jl
 =#
-# @testset "Turing-gradient" begin
-#     target = Pigeons.toy_turing_unid_target()
+@testset "Turing-gradient" begin
+    target = Pigeons.toy_turing_unid_target()
 
-#     @show Threads.nthreads()
+    @show Threads.nthreads()
 
-#     logz_mala = Pigeons.stepping_stone_pair(pigeons(; target, explorer = AutoMALA(adapt_pre_conditioning = false)))
-#     logz_slicer = Pigeons.stepping_stone_pair(pigeons(; target, explorer = SliceSampler()))
+    logz_mala = Pigeons.stepping_stone_pair(pigeons(; target, explorer = AutoMALA(preconditioner = Pigeons.IdentityPreconditioner())))
+    logz_slicer = Pigeons.stepping_stone_pair(pigeons(; target, explorer = SliceSampler()))
 
-#     @test abs(logz_mala[1] - logz_slicer[1]) < 0.1
-# end
+    @test abs(logz_mala[1] - logz_slicer[1]) < 0.1
+end
 
 @testset "Turing-variable-names" begin
     pt = pigeons(target = TuringLogPotential(model_with_vectors()), n_rounds = 2);
     @test length(variable_names(pt)) == 4
+end
+
+@testset "Non-turing-gradient" begin
+    target = Pigeons.toy_mvn_target(2)
+
+    @show Threads.nthreads()
+
+    logz_mala = Pigeons.stepping_stone_pair(pigeons(; target, explorer = AutoMALA(preconditioner = Pigeons.IdentityPreconditioner())))
+    logz_slicer = Pigeons.stepping_stone_pair(pigeons(; target, explorer = SliceSampler()))
+
+    @test abs(logz_mala[1] - logz_slicer[1]) < 0.1
 end
\ No newline at end of file