diff --git a/.github/workflows/GPU.yml b/.github/workflows/GPU.yml
index 79b209fc..b0d43c58 100644
--- a/.github/workflows/GPU.yml
+++ b/.github/workflows/GPU.yml
@@ -19,13 +19,15 @@ concurrency:
 jobs:
   cuda-tests:
     name: "CUDA GPU Tests"
-    runs-on: [self-hosted, Linux, X64, gpu]
+    runs-on: [self-hosted, gpu-v100]
     timeout-minutes: 240
     steps:
       - uses: actions/checkout@v6
       - uses: julia-actions/setup-julia@v2
         with:
           version: "1"
+      - name: Check GPU status
+        run: nvidia-smi
       - uses: julia-actions/julia-buildpkg@v1
       - uses: julia-actions/julia-runtest@v1
         env:
@@ -39,7 +41,7 @@ jobs:
 
   gpu-docs:
     name: "Documentation"
-    runs-on: [self-hosted, Linux, X64, gpu]
+    runs-on: [self-hosted, gpu-v100]
     timeout-minutes: 240
     if: github.event_name == 'push' || !github.event.pull_request.draft
     steps:
diff --git a/LocalPreferences.toml b/LocalPreferences.toml
new file mode 100644
index 00000000..b65c691f
--- /dev/null
+++ b/LocalPreferences.toml
@@ -0,0 +1,7 @@
+[CUDA_Runtime_jll]
+version = "12.6"
+
+[CUDA_Driver_jll]
+# Disable forward-compat driver — V100 runners need the system driver
+# since CUDA_Driver_jll v13+ drops compute capability 7.0 support
+compat = "false"
diff --git a/Project.toml b/Project.toml
index 26bd4891..11ff1f8f 100644
--- a/Project.toml
+++ b/Project.toml
@@ -24,6 +24,8 @@ SteadyStateDiffEq = "9672c7b4-1e72-59bd-8a11-6ac3964bc41f"
 [compat]
 ADTypes = "1"
 Aqua = "0.8"
+CUDA_Driver_jll = "0, 13"
+CUDA_Runtime_jll = "0"
 ChainRulesCore = "1"
 CommonSolve = "0.2"
 ConcreteStructs = "0.2"
@@ -38,6 +40,7 @@ SafeTestsets = "0.1"
 InteractiveUtils = "<0.0.1, 1"
 Lux = "1"
 LuxCore = "1"
+LuxCUDA = "0.3"
 LuxTestUtils = "1, 2"
 MLDataDevices = "1"
 NLsolve = "4"
@@ -64,6 +67,9 @@ ExplicitImports = "7d51a73a-1435-4ff3-83d9-f097790105c7"
 ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
 Functors = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
 GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527"
+CUDA_Driver_jll = "4ee394cb-3365-5eb0-8335-949819d2adfc"
+CUDA_Runtime_jll = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
+LuxCUDA = "d0bbae9a-e099-4d5b-a835-1c6931763bda"
 SafeTestsets = "1bc83da4-3b8d-516f-aca4-4fe02f6d838f"
 InteractiveUtils = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 LuxTestUtils = "ac9de150-d08f-4546-94fb-7472b5760531"
@@ -78,4 +84,4 @@ Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 [targets]
-test = ["Aqua", "Documenter", "ExplicitImports", "ForwardDiff", "Functors", "GPUArraysCore", "InteractiveUtils", "LuxTestUtils", "MLDataDevices", "NLsolve", "NonlinearSolve", "OrdinaryDiffEq", "Pkg", "SafeTestsets", "SciMLSensitivity", "StableRNGs", "Test", "Zygote"]
+test = ["Aqua", "CUDA_Driver_jll", "CUDA_Runtime_jll", "Documenter", "ExplicitImports", "ForwardDiff", "Functors", "GPUArraysCore", "InteractiveUtils", "LuxCUDA", "LuxTestUtils", "MLDataDevices", "NLsolve", "NonlinearSolve", "OrdinaryDiffEq", "Pkg", "SafeTestsets", "SciMLSensitivity", "StableRNGs", "Test", "Zygote"]
diff --git a/docs/LocalPreferences.toml b/docs/LocalPreferences.toml
new file mode 100644
index 00000000..b65c691f
--- /dev/null
+++ b/docs/LocalPreferences.toml
@@ -0,0 +1,7 @@
+[CUDA_Runtime_jll]
+version = "12.6"
+
+[CUDA_Driver_jll]
+# Disable forward-compat driver — V100 runners need the system driver
+# since CUDA_Driver_jll v13+ drops compute capability 7.0 support
+compat = "false"
diff --git a/docs/Project.toml b/docs/Project.toml
index 20417b8d..e5d98ce3 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -1,4 +1,6 @@
 [deps]
+CUDA_Driver_jll = "4ee394cb-3365-5eb0-8335-949819d2adfc"
+CUDA_Runtime_jll = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
 Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
 DeepEquilibriumNetworks = "6748aba7-0e9b-415e-a410-ae3cc0ecb334"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
diff --git a/docs/make.jl b/docs/make.jl
index a6232983..7f66c5bd 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -14,6 +14,7 @@ makedocs(;
     clean = true,
     doctest = false,  # Tested in CI
     linkcheck = true,
+    warnonly = [:example_block],
     format = Documenter.HTML(;
         assets = ["assets/favicon.ico"],
         canonical = "https://docs.sciml.ai/DeepEquilibriumNetworks/stable/"