diff --git a/Project.toml b/Project.toml
index 09efecf..6ace2d1 100644
--- a/Project.toml
+++ b/Project.toml
@@ -32,7 +32,7 @@ Random = "1.10"
 SafeTestsets = "0.1"
 SciCompDSL = "1"
 SciMLSensitivity = "7.93"
-SciMLTesting = "1"
+SciMLTesting = "1.6"
 SciMLStructures = "1.10"
 StableRNGs = "1"
 Statistics = "1.10"
diff --git a/src/ModelingToolkitNeuralNets.jl b/src/ModelingToolkitNeuralNets.jl
index 8296d0e..77c6b92 100644
--- a/src/ModelingToolkitNeuralNets.jl
+++ b/src/ModelingToolkitNeuralNets.jl
@@ -1,8 +1,8 @@
 module ModelingToolkitNeuralNets
 
-using ModelingToolkitBase: @parameters, @named, @variables, System, t_nounits, getmetadata, hasmetadata
+using ModelingToolkitBase: @parameters, @variables, System, t_nounits, getmetadata
 using IntervalSets: var".."
-using Symbolics: Symbolics, @register_array_symbolic, @wrapped, unwrap, wrap, shape
+using Symbolics: Symbolics, unwrap, wrap, shape
 using LuxCore: stateless_apply, outputsize
 using Lux: Lux
 using Random: Xoshiro
diff --git a/test/qa/qa.jl b/test/qa/qa.jl
index f7126db..0100bc5 100644
--- a/test/qa/qa.jl
+++ b/test/qa/qa.jl
@@ -1,19 +1,40 @@
-using Test
-using ModelingToolkitNeuralNets
-using Aqua
+using SciMLTesting, ModelingToolkitNeuralNets, Test
 using JET
 
-@testset verbose = true "Code quality (Aqua.jl)" begin
-    Aqua.find_persistent_tasks_deps(ModelingToolkitNeuralNets)
-    Aqua.test_ambiguities(ModelingToolkitNeuralNets, recursive = false)
-    Aqua.test_deps_compat(ModelingToolkitNeuralNets)
-    Aqua.test_piracies(ModelingToolkitNeuralNets)
-    Aqua.test_project_extras(ModelingToolkitNeuralNets)
-    Aqua.test_stale_deps(ModelingToolkitNeuralNets, ignore = Symbol[])
-    Aqua.test_unbound_args(ModelingToolkitNeuralNets)
-    Aqua.test_undefined_exports(ModelingToolkitNeuralNets)
-end
-
-@testset "Code linting (JET.jl)" begin
-    JET.test_package(ModelingToolkitNeuralNets; target_defined_modules = true)
-end
+run_qa(
+    ModelingToolkitNeuralNets;
+    explicit_imports = true,
+    ei_kwargs = (;
+        # `unwrap`/`shape` are re-exported by Symbolics but owned by SymbolicUtils;
+        # `initialparameters` is re-exported by Lux but owned by LuxCore. We use
+        # the re-exporting package deliberately (matching the rest of the SciML
+        # convention of going through Symbolics / Lux), so ignore the owner
+        # mismatch until the names are re-declared public in the re-exporter.
+        all_explicit_imports_via_owners = (;
+            ignore = (:shape, :unwrap),  # owner SymbolicUtils, from Symbolics
+        ),
+        all_qualified_accesses_via_owners = (;
+            ignore = (
+                :initialparameters,  # owner LuxCore, accessed via Lux
+                :unwrap,             # owner SymbolicUtils, accessed via Symbolics
+            ),
+        ),
+        # Non-public external names the package genuinely relies on. These are
+        # public (via the `public` keyword) on Julia 1.11+, so these ignores are
+        # no-ops there and only matter on the LTS (1.10) lane; drop each entry
+        # once its owner marks it public on the supported floor.
+        all_qualified_accesses_are_public = (;
+            ignore = (
+                :Arr, :VariableDefaultValue, :option_to_metadata_type, :unwrap,  # Symbolics
+                :initialparameters,  # Lux
+            ),
+        ),
+        all_explicit_imports_are_public = (;
+            ignore = (
+                :shape, :unwrap, :wrap,       # Symbolics
+                :outputsize, :stateless_apply,  # LuxCore
+                :t_nounits,                    # ModelingToolkitBase
+            ),
+        ),
+    ),
+)