diff --git a/pyproject.toml b/pyproject.toml
index e4cd3507..5d82424c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,8 +46,9 @@ megatron = [
     "transformer-engine==2.11.0",
     "transformer-engine-cu12==2.11.0",
     "transformer-engine-torch==2.11.0",
-    "megatron-core==0.15.2",
-    "megatron-bridge==0.2.0rc6",
+    "megatron-core==0.16.0rc0",
+    "pybind11>=2.13.6",
+    "megatron-bridge",
     "nvidia-ml-py==13.580.82",
     "ml-dtypes>=0.5.0 ; python_full_version < '3.13'",
 ]
@@ -122,14 +123,26 @@ required-version = ">=0.6.15"
 # Override numpy to <2.0 for compatibility with megatron-core in the training
 # environment. vLLM 0.15.1 pulls opencv-python-headless>=4.13 which wants
 # numpy>=2 on Python 3.9+, but megatron-core requires numpy<2.
-override-dependencies = ["transformer-engine>=2.11.0", "numpy<2"]
-# Keep apex build isolation enabled so uv can inject torch from
-# `extra-build-dependencies` during lock/sync on non-GPU client machines.
-no-build-isolation-package = ["transformer-engine", "transformer-engine-cu12", "transformer-engine-torch", "megatron-core", "megatron-bridge", "nv-grouped-gemm", "mamba-ssm", "causal-conv1d"]
+override-dependencies = [
+    "transformer-engine==2.11.0",
+    "numpy<2",
+    # 0.5.0 only ships manylinux_2_39 wheels (no sdist), which fails on
+    # manylinux_2_35 hosts used by some dev/CI environments.
+    "nvidia-resiliency-ext<0.5",
+    # Keep flashinfer aligned with vLLM; Megatron's dev extra pins <0.6 but ART
+    # does not use flashinfer through Megatron runtime paths.
+    "flashinfer-python==0.6.1",
+    # Override unsloth's overly strict constraint on transformers — v5.x
+    # is confirmed working per unsloth February-2026 release notes
+    "transformers==5.2.0",
+]
+exclude-dependencies = ["pynvml", "emerging-optimizers"]
+no-build-isolation-package = ["apex", "transformer-engine", "transformer-engine-cu12", "transformer-engine-torch", "megatron-core", "megatron-bridge", "nv-grouped-gemm", "mamba-ssm", "causal-conv1d"]
 
 [tool.uv.extra-build-dependencies]
 apex = ["torch>=2.8.0"]
 transformer-engine-torch = ["torch>=2.8.0"]
+megatron-core = ["pybind11"]
 
 [tool.uv.extra-build-variables]
 apex = { APEX_CPP_EXT = "1", APEX_CUDA_EXT = "1", APEX_FAST_LAYER_NORM = "1", APEX_PARALLEL_BUILD = "16", NVCC_APPEND_FLAGS = "--threads 4" }
@@ -210,3 +223,4 @@ dev = [
 [tool.uv.sources]
 panza = { git = "https://github.com/corbt/panza.git" }
 apex = { git = "https://github.com/NVIDIA/apex.git", branch = "25.09" }
+megatron-bridge = { git = "https://github.com/NVIDIA-NeMo/Megatron-Bridge.git", rev = "75f2c5ad4afb702b57b4781a00f5291a66bcf183" }
diff --git a/src/art/megatron/provider.py b/src/art/megatron/provider.py
index d1029b35..114e6fa4 100644
--- a/src/art/megatron/provider.py
+++ b/src/art/megatron/provider.py
@@ -64,4 +64,5 @@ def _flex_attention_layer_spec(
     provider.moe_router_dtype = "fp32"
     if provider.tensor_model_parallel_size > 1:
         provider.sequence_parallel = True
+    provider.finalize()
     return provider
diff --git a/uv.lock b/uv.lock
index b2b2c46b..741dc945 100644
--- a/uv.lock
+++ b/uv.lock
@@ -5,25 +5,24 @@ resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'linux'",
     "python_full_version == '3.13.*' and sys_platform == 'linux'",
     "python_full_version == '3.12.*' and sys_platform == 'linux'",
-    "python_full_version >= '3.14' and sys_platform == 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version == '3.12.*' and sys_platform == 'win32'",
-    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
-    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
-    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
-    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
-    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux'",
     "python_full_version < '3.12' and sys_platform == 'linux'",
-    "python_full_version < '3.12' and sys_platform == 'win32'",
-    "python_full_version < '3.12' and sys_platform == 'emscripten'",
-    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
+    "python_full_version < '3.12' and sys_platform != 'linux'",
 ]
 
 [manifest]
 overrides = [
+    { name = "flashinfer-python", specifier = "==0.6.1" },
     { name = "numpy", specifier = "<2" },
-    { name = "transformer-engine", specifier = ">=2.11.0" },
+    { name = "nvidia-resiliency-ext", specifier = "<0.5" },
+    { name = "transformer-engine", specifier = "==2.11.0" },
+    { name = "transformers", specifier = "==5.2.0" },
+]
+excludes = [
+    "emerging-optimizers",
+    "pynvml",
 ]
 
 [[manifest.dependency-metadata]]
@@ -314,7 +313,7 @@ wheels = [
 
 [[package]]
 name = "anthropic"
-version = "0.82.0"
+version = "0.84.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio", marker = "sys_platform == 'linux'" },
@@ -326,9 +325,9 @@ dependencies = [
     { name = "sniffio", marker = "sys_platform == 'linux'" },
     { name = "typing-extensions", marker = "sys_platform == 'linux'" },
 ]
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 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/64/ca/218fa25002a332c0aa149ba18ffc0543175998b1f65de63f6d106689a345/anthropic-0.84.0-py3-none-any.whl", hash = "sha256:861c4c50f91ca45f942e091d83b60530ad6d4f98733bfe648065364da05d29e7", size = 455156, upload-time = "2026-02-25T05:22:40.468Z" },
 ]
 
 [[package]]
@@ -352,31 +351,31 @@ wheels = [
 
 [[package]]
 name = "apache-tvm-ffi"
-version = "0.1.8.post2"
+version = "0.1.9"
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 [[package]]
@@ -536,36 +551,28 @@ wheels = [
 
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