diff --git a/.dev.commit b/.dev.commit
index 36cc6c383d..3d0769792b 100644
--- a/.dev.commit
+++ b/.dev.commit
@@ -1 +1 @@
-85bced0ae6ab46f61a0fd774074a3273daf6ae02
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diff --git a/3rdparty/Megatron-LM b/3rdparty/Megatron-LM
index 5c7968afa8..829a7b78d0 160000
--- a/3rdparty/Megatron-LM
+++ b/3rdparty/Megatron-LM
@@ -1 +1 @@
-Subproject commit 5c7968afa8c02e06e4fb058ee859030612836e1f
+Subproject commit 829a7b78d0a409356a33d4a5b108a543fd07e472
diff --git a/uv.lock b/uv.lock
index 950ae3c19b..783859f72a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1297,15 +1297,15 @@ wheels = [
 
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@@ -2492,6 +2478,7 @@ dependencies = [
 [package.optional-dependencies]
 dev = [
     { name = "av" },
+    { name = "causal-conv1d" },
     { name = "datasets" },
     { name = "einops" },
     { name = "emerging-optimizers" },
@@ -2499,17 +2486,20 @@ dev = [
     { name = "flash-linear-attention" },
     { name = "flashinfer-python" },
     { name = "hypercorn" },
+    { name = "mamba-ssm" },
     { name = "megatron-energon", extra = ["av-decode"] },
     { name = "multi-storage-client" },
+    { name = "nv-grouped-gemm" },
     { name = "nvidia-modelopt" },
     { name = "nvidia-resiliency-ext" },
+    { name = "nvtx" },
     { name = "onnxscript" },
     { name = "openai", extra = ["aiohttp"] },
     { name = "opentelemetry-api" },
-    { name = "orjson" },
     { name = "quart" },
     { name = "tensorstore" },
     { name = "tqdm" },
+    { name = "transformer-engine" },
     { name = "wget" },
 ]
 mlm = [
@@ -2527,13 +2517,14 @@ requires-dist = [
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     { name = "av", marker = "extra == 'lts'" },
-    { name = "causal-conv1d", marker = "extra == 'ssm'", specifier = "~=1.5" },
+    { name = "causal-conv1d", marker = "extra == 'dev'", specifier = "~=1.5" },
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-    { name = "emerging-optimizers", marker = "extra == 'lts'", git = "https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git?rev=v0.2.0" },
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+    { name = "emerging-optimizers", marker = "python_full_version >= '3.12' and extra == 'lts'", git = "https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git?rev=v0.2.0" },
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@@ -2542,20 +2533,24 @@ requires-dist = [
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     { name = "hypercorn", marker = "extra == 'dev'" },
-    { name = "mamba-ssm", marker = "extra == 'ssm'", specifier = "~=2.2" },
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     { name = "multi-storage-client", marker = "extra == 'lts'", specifier = "~=0.27" },
     { name = "numpy" },
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+    { name = "nv-grouped-gemm", marker = "extra == 'lts'", specifier = "~=1.1" },
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+    { name = "nvtx", marker = "extra == 'dev'", specifier = "~=0.2" },
+    { name = "nvtx", marker = "extra == 'lts'", specifier = "~=0.2" },
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     { name = "sentencepiece", marker = "extra == 'mlm'" },
@@ -2567,7 +2562,7 @@ requires-dist = [
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+    { name = "transformer-engine", extras = ["core-cu13", "pytorch"], marker = "extra == 'dev'", git = "https://github.com/NVIDIA/TransformerEngine.git?rev=f031cf87bd054c7558b887df7bed93975456667f" },
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     { name = "transformers", marker = "extra == 'training'" },
     { name = "wandb", marker = "extra == 'mlm'" },
@@ -2575,7 +2570,7 @@ requires-dist = [
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     { name = "wget", marker = "extra == 'lts'" },
 ]
-provides-extras = ["training", "mlm", "dev", "lts", "te", "ssm"]
+provides-extras = ["training", "mlm", "dev", "lts"]
 
 [package.metadata.requires-dev]
 build = [
@@ -2608,12 +2603,11 @@ linting = [
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 no-pypi-wheels = [
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-    { name = "flash-mla", git = "https://github.com/deepseek-ai/FlashMLA?rev=9edee0c022cd0938148a18e334203b0aab43aa19" },
+    { name = "emerging-optimizers", marker = "python_full_version >= '3.12'", git = "https://github.com/NVIDIA-NeMo/Emerging-Optimizers.git?rev=v0.2.0" },
+    { name = "fast-hadamard-transform", git = "https://github.com/Dao-AILab/fast-hadamard-transform.git?rev=f134af63deb2df17e1171a9ec1ea4a7d8604d5ca" },
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 test = [
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     { name = "nltk" },
     { name = "pydantic" },
@@ -3041,6 +3035,17 @@ wheels = [
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 ]
 
+[[package]]
+name = "nv-grouped-gemm"
+version = "1.1.4.post8"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "absl-py" },
+    { name = "numpy" },
+    { name = "torch", marker = "sys_platform == 'never'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/02/ad/046a097b63a96c1ba1d85f0031dbe7fcbdb33e6c445dfbaba2ffaefdd497/nv_grouped_gemm-1.1.4.post8.tar.gz", hash = "sha256:ab321693f0292cfd8a26dc7b6f14decd9eb00e209494de7218e4fad36191275d", size = 20821209, upload-time = "2025-12-17T02:22:38.432Z" }
+
 [[package]]
 name = "nvdlfw-inspect"
 version = "0.2.1"
@@ -3133,13 +3138,13 @@ wheels = [
 
 [[package]]
 name = "nvidia-resiliency-ext"
-version = "0.6.0.dev69+b2bb3d7"
-source = { git = "https://github.com/NVIDIA/nvidia-resiliency-ext.git?rev=b2bb3d728a18795807d9f76c535e005a609a1b01#b2bb3d728a18795807d9f76c535e005a609a1b01" }
+version = "0.6.0.dev33+15a8515"
+source = { git = "https://github.com/NVIDIA/nvidia-resiliency-ext.git?rev=15a851565a4ce846c04431ecb0cf09903ab4837e#15a851565a4ce846c04431ecb0cf09903ab4837e" }
 dependencies = [
     { name = "defusedxml" },
     { name = "grpcio" },
     { name = "grpcio-tools" },
-    { name = "langchain-openai" },
+    { name = "langchain-nvidia-ai-endpoints" },
     { name = "logsage" },
     { name = "mcp" },
     { name = "nvidia-ml-py" },
@@ -3163,6 +3168,17 @@ wheels = [
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 ]
 
+[[package]]
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+version = "0.2.15"
+source = { registry = "https://pypi.nvidia.com/" }
+sdist = { url = "https://pypi.nvidia.com/nvtx/nvtx-0.2.15.tar.gz", hash = "sha256:2287d3be05b85661deb386f878d1f536c2e532774aa9ec7a50c434942ed81ae5" }
+wheels = [
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+    { url = "https://pypi.nvidia.com/nvtx/nvtx-0.2.15-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3ca8030a6d197952318013dd1c12c22da1d4b9feb76ba72e0fcd449961183c2c" },
+    { url = "https://pypi.nvidia.com/nvtx/nvtx-0.2.15-cp312-cp312-win_amd64.whl", hash = "sha256:70a1e768964e0520b68ccabc4df391cc227537c45936a7eba6507bc65e617e00" },
+]
+
 [[package]]
 name = "omegaconf"
 version = "2.3.0"
@@ -3250,7 +3266,7 @@ wheels = [
 
 [[package]]
 name = "openai"
-version = "2.35.1"
+version = "2.36.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -3262,9 +3278,9 @@ dependencies = [
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