diff --git a/nvidia/jax/assets/00-toc.py b/nvidia/jax/assets/00-toc.py
index 5c8fba3..cc70e9b 100644
--- a/nvidia/jax/assets/00-toc.py
+++ b/nvidia/jax/assets/00-toc.py
@@ -23,6 +23,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
+#
+# Author: William Benton <wbention@nvidia.com> 
 
 import marimo
 
diff --git a/nvidia/jax/assets/Dockerfile b/nvidia/jax/assets/Dockerfile
index 50ab768..9032e50 100644
--- a/nvidia/jax/assets/Dockerfile
+++ b/nvidia/jax/assets/Dockerfile
@@ -14,6 +14,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
+#
+# Author: William Benton <wbention@nvidia.com> 
+
+
 FROM nvidia/cuda:13.0.1-runtime-ubuntu24.04
 
 RUN ldconfig
diff --git a/nvidia/jax/assets/jax-intro.py b/nvidia/jax/assets/jax-intro.py
index 7dd9301..ff35b73 100644
--- a/nvidia/jax/assets/jax-intro.py
+++ b/nvidia/jax/assets/jax-intro.py
@@ -23,6 +23,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
+#
+# Author: William Benton <wbention@nvidia.com> 
 
 import marimo
 
diff --git a/nvidia/jax/assets/numpy-som.py b/nvidia/jax/assets/numpy-som.py
index e5bdd7a..28f03c4 100644
--- a/nvidia/jax/assets/numpy-som.py
+++ b/nvidia/jax/assets/numpy-som.py
@@ -24,6 +24,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
+#
+# Author: William Benton <wbention@nvidia.com> 
 
 
 import marimo
diff --git a/nvidia/jax/assets/som-jax.py b/nvidia/jax/assets/som-jax.py
index 9feb23e..7b2c5f9 100644
--- a/nvidia/jax/assets/som-jax.py
+++ b/nvidia/jax/assets/som-jax.py
@@ -26,6 +26,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #
+#
+# Author: William Benton <wbention@nvidia.com> 
 
 import marimo
 
diff --git a/nvidia/trt-llm/README.md b/nvidia/trt-llm/README.md
index 5c43be2..cf05837 100644
--- a/nvidia/trt-llm/README.md
+++ b/nvidia/trt-llm/README.md
@@ -97,6 +97,7 @@ The following models are supported with TensorRT-LLM on Spark. All listed models
 | **Qwen3-8B** | NVFP4 | ✅ | `nvidia/Qwen3-8B-FP4` |
 | **Qwen3-14B** | FP8 | ✅ | `nvidia/Qwen3-14B-FP8` |
 | **Qwen3-14B** | NVFP4 | ✅ | `nvidia/Qwen3-14B-FP4` |
+| **Qwen3-32B** | NVFP4 | ✅ | `nvidia/Qwen3-32B-FP4` |
 | **Phi-4-multimodal-instruct** | FP8 | ✅ | `nvidia/Phi-4-multimodal-instruct-FP8` |
 | **Phi-4-multimodal-instruct** | NVFP4 | ✅ | `nvidia/Phi-4-multimodal-instruct-FP4` |
 | **Phi-4-reasoning-plus** | FP8 | ✅ | `nvidia/Phi-4-reasoning-plus-FP8` |