diff --git a/.dev.commit b/.dev.commit
index a6d2239c52..a2f466291a 100644
--- a/.dev.commit
+++ b/.dev.commit
@@ -1 +1 @@
-c72c4599012297cfbd1d57e006b544478b6bbf78
+7ff046b1c8b976ff33761976796c4302ebd0a7bc
diff --git a/3rdparty/Megatron-LM b/3rdparty/Megatron-LM
index cc4cb01198..7ff046b1c8 160000
--- a/3rdparty/Megatron-LM
+++ b/3rdparty/Megatron-LM
@@ -1 +1 @@
-Subproject commit cc4cb01198875453c40cf6e3453ee3a9f88adeff
+Subproject commit 7ff046b1c8b976ff33761976796c4302ebd0a7bc
diff --git a/src/megatron/bridge/models/gpt_provider.py b/src/megatron/bridge/models/gpt_provider.py
index b302c0dec6..947d7bbe2c 100644
--- a/src/megatron/bridge/models/gpt_provider.py
+++ b/src/megatron/bridge/models/gpt_provider.py
@@ -417,3 +417,45 @@ def _fixed_from_config(config):
 
 
 _patch_yarn_concentration_factor()
+
+
+def _patch_te_grouped_linear_single_grouped_weight():
+    """Guard for main/dev branch submodule compat: single_grouped_weight/bias kwargs.
+
+    MCore dev (commit 5c544844) passes ``single_grouped_weight`` and
+    ``single_grouped_bias`` to TE ``GroupedLinear.__init__`` when
+    ``is_te_min_version("2.14.0")``.  However some TE 2.14.0 builds only
+    expose a single ``single_grouped_parameter`` kwarg.  Remap so both
+    APIs work.
+
+    TODO: remove guard once TE ships the split weight/bias API in a
+    stable release and the CI container is updated.
+    """
+    try:
+        import transformer_engine.pytorch as te_pytorch
+
+        _te_gl_init_params = set(inspect.signature(te_pytorch.GroupedLinear.__init__).parameters)
+
+        # Nothing to patch if TE already accepts the split kwargs.
+        if "single_grouped_weight" in _te_gl_init_params:
+            return
+
+        # Nothing to patch if TE has neither API (older TE without the feature).
+        if "single_grouped_parameter" not in _te_gl_init_params:
+            return
+
+        _original_init = te_pytorch.GroupedLinear.__init__
+
+        def _patched_init(self, *args, **kwargs):
+            sgw = kwargs.pop("single_grouped_weight", False)
+            sgb = kwargs.pop("single_grouped_bias", False)
+            if sgw or sgb:
+                kwargs["single_grouped_parameter"] = True
+            _original_init(self, *args, **kwargs)
+
+        te_pytorch.GroupedLinear.__init__ = _patched_init
+    except ImportError:
+        pass
+
+
+_patch_te_grouped_linear_single_grouped_weight()
diff --git a/src/megatron/bridge/training/checkpointing.py b/src/megatron/bridge/training/checkpointing.py
index fee8bfbf46..f956a7bf2a 100644
--- a/src/megatron/bridge/training/checkpointing.py
+++ b/src/megatron/bridge/training/checkpointing.py
@@ -15,6 +15,7 @@
 """Input/output checkpointing."""
 
 import contextlib
+import inspect
 import os
 import random
 import shutil
@@ -944,6 +945,11 @@ def save_checkpoint(
                 checkpointing_context["save_strategy"] = save_strategy
             end_ckpt = time()
             logger.debug(f"rank: {rank}, takes {end_ckpt - start_ckpt} to prepare state dict for ckpt ")
+            # Guard for main/dev branch submodule compat: async_strategy was removed in mcore dev.
+            _save_params = set(inspect.signature(dist_checkpointing.save).parameters)
+            _save_optional_kwargs: dict[str, Any] = {}
+            if "async_strategy" in _save_params:
+                _save_optional_kwargs["async_strategy"] = ckpt_cfg.async_strategy
             async_save_request = dist_checkpointing.save(
                 state_dict,
                 checkpoint_name,
@@ -952,7 +958,7 @@ def save_checkpoint(
                 validate_access_integrity=validate_sharding_integrity,
                 preprocess_common_before_consistancy_check=preprocess_common_state_dict_fn,
                 content_metadata=_clean_metadata_for_serialization(sharded_sd_metadata),
-                async_strategy=ckpt_cfg.async_strategy,
+                **_save_optional_kwargs,
             )
             # [ModelOpt]: save sharded modelopt_state (skip if model is empty, e.g., low-memory save mode)
             if model:
diff --git a/src/megatron/bridge/training/initialize.py b/src/megatron/bridge/training/initialize.py
index 291bbc58c6..a78f6448af 100644
--- a/src/megatron/bridge/training/initialize.py
+++ b/src/megatron/bridge/training/initialize.py
@@ -13,6 +13,7 @@
 # limitations under the License.
 
 import datetime
+import inspect
 import os
 import time
 import warnings
@@ -676,6 +677,13 @@ def _initialize_distributed(
         if parallel_state.model_parallel_is_initialized():
             print("model parallel is already initialized")
         else:
+            # Guard for main/dev branch submodule compat: hybrid_context_parallel was added in the dev branch.
+            # TODO: remove guard once the addition lands in main and Bridge pins the new main commit.
+            _init_mp_params = set(inspect.signature(parallel_state.initialize_model_parallel).parameters)
+            _optional_kwargs = {}
+            if "hybrid_context_parallel" in _init_mp_params:
+                _optional_kwargs["hybrid_context_parallel"] = model_config.hybrid_context_parallel
+
             parallel_state.initialize_model_parallel(
                 tensor_model_parallel_size=model_config.tensor_model_parallel_size,
                 pipeline_model_parallel_size=model_config.pipeline_model_parallel_size,
@@ -683,7 +691,6 @@ def _initialize_distributed(
                 pipeline_model_parallel_comm_backend=model_config.pipeline_model_parallel_comm_backend,
                 context_parallel_size=model_config.context_parallel_size,
                 hierarchical_context_parallel_sizes=model_config.hierarchical_context_parallel_sizes,
-                hybrid_context_parallel=model_config.hybrid_context_parallel,
                 expert_model_parallel_size=model_config.expert_model_parallel_size,
                 num_distributed_optimizer_instances=num_distributed_optimizer_instances,
                 expert_tensor_parallel_size=model_config.expert_tensor_parallel_size,
@@ -696,6 +703,7 @@ def _initialize_distributed(
                 use_sharp=dist_config.use_sharp,
                 high_priority_stream_groups=dist_config.high_priority_stream_groups,
                 sharp_enabled_group=dist_config.sharp_enabled_group,
+                **_optional_kwargs,
             )
             if get_rank_safe() == 0:
                 print(
diff --git a/src/megatron/bridge/training/state.py b/src/megatron/bridge/training/state.py
index 14113e4d7b..2b5713ac13 100644
--- a/src/megatron/bridge/training/state.py
+++ b/src/megatron/bridge/training/state.py
@@ -20,20 +20,23 @@
 from typing import Any, Optional
 
 import torch
-from megatron.core.energy_monitor import EnergyMonitor
 from megatron.core.timers import Timers
 from megatron.core.utils import StragglerDetector
 from torch.distributed.checkpoint.stateful import Stateful
 from torch.utils.tensorboard.writer import SummaryWriter
 
 
-# TODO: Remove try/except once `get_async_strategy` lands in mcore dev.
-#       The function was added to mcore main but has not yet been merged into dev.
+# TODO: Remove try/except guards once these land in mcore dev.
 try:
     from megatron.core.dist_checkpointing.strategies.torch import get_async_strategy
 except ImportError:
     get_async_strategy = None  # type: ignore[assignment]
 
+try:
+    from megatron.core.energy_monitor import EnergyMonitor
+except ImportError:
+    EnergyMonitor = None  # type: ignore[assignment]
+
 from megatron.bridge.training.config import ConfigContainer
 from megatron.bridge.training.nvrx_straggler import NVRxStragglerDetectionManager
 from megatron.bridge.training.tokenizers.tokenizer import build_tokenizer
@@ -144,7 +147,7 @@ def __init__(self) -> None:
         self._async_calls_queue: Optional[Any] = None
         self._nvrx_straggler_manager: Optional[NVRxStragglerDetectionManager] = None
         self._nvrx_straggler_created: bool = False
-        self._energy_monitor: Optional[EnergyMonitor] = None
+        self._energy_monitor: Optional[Any] = None
         self._energy_monitor_created: bool = False
 
     @property
@@ -402,13 +405,22 @@ def initialize_async_checkpoint_worker(self) -> None:
             and self.cfg.checkpoint.save is not None
             and self.cfg.checkpoint.async_save
         ):
-            if get_async_strategy is None:
-                raise RuntimeError(
-                    "get_async_strategy is required for async checkpointing but is not available "
-                    "in the current mcore version. Please use mcore main or a newer mcore dev branch."
+            if get_async_strategy is not None:
+                # mcore main path: get_async_strategy selects nvrx vs mcore backend
+                async_strategy, async_modules = get_async_strategy(self.cfg.checkpoint.async_strategy)
+                async_calls_queue_cls = async_modules["AsyncCallsQueue"]
+                get_write_results_queue_fn = async_modules["get_write_results_queue"]
+            else:
+                # mcore dev path: nvrx modules merged into core, no strategy selector
+                from megatron.core.dist_checkpointing.strategies.async_utils import AsyncCallsQueue
+                from megatron.core.dist_checkpointing.strategies.filesystem_async import (
+                    get_write_results_queue,
                 )
-            async_strategy, async_modules = get_async_strategy(self.cfg.checkpoint.async_strategy)
-            async_calls_queue_cls = async_modules["AsyncCallsQueue"]
+
+                async_strategy = None
+                async_calls_queue_cls = AsyncCallsQueue
+                get_write_results_queue_fn = get_write_results_queue
+
             self._async_calls_queue = async_calls_queue_cls(persistent=self.cfg.checkpoint.use_persistent_ckpt_worker)
 
             if self.cfg.checkpoint.use_persistent_ckpt_worker:
@@ -419,7 +431,7 @@ def initialize_async_checkpoint_worker(self) -> None:
                 if async_strategy == "mcore":
                     warmup_kwargs["mp_mode"] = "spawn"
                 self._async_calls_queue.warmup_persistent_caller(get_rank_safe(), **warmup_kwargs)
-                async_modules["get_write_results_queue"](self.cfg.checkpoint.async_write_results_mp_mode)
+                get_write_results_queue_fn(self.cfg.checkpoint.async_write_results_mp_mode)
 
     @property
     def async_calls_queue(self) -> Optional[Any]:
@@ -440,13 +452,14 @@ def nvrx_straggler_manager(self) -> Optional[NVRxStragglerDetectionManager]:
         return self._nvrx_straggler_manager
 
     @property
-    def energy_monitor(self) -> Optional[EnergyMonitor]:
+    def energy_monitor(self) -> Optional[Any]:
         """The EnergyMonitor instance for tracking energy consumption."""
         if (
             not self._energy_monitor_created
             and self._energy_monitor is None
             and self.cfg is not None
             and self.cfg.logger.log_energy
+            and EnergyMonitor is not None
         ):
             self._energy_monitor = EnergyMonitor()
             self._energy_monitor_created = True
diff --git a/tests/functional_tests/test_groups/models/qwen_vl/test_qwen35_vl_conversion.py b/tests/functional_tests/test_groups/models/qwen_vl/test_qwen35_vl_conversion.py
index 50f9de33c6..2372e50bd1 100644
--- a/tests/functional_tests/test_groups/models/qwen_vl/test_qwen35_vl_conversion.py
+++ b/tests/functional_tests/test_groups/models/qwen_vl/test_qwen35_vl_conversion.py
@@ -335,7 +335,9 @@ def _fuse_moe_expert_weights(model_dir: Path, num_experts: int) -> None:
     if not keys_to_remove:
         return
 
-    new_state_dict = {k: v for k, v in state_dict.items() if k not in keys_to_remove}
+    # Clone kept tensors so they are no longer backed by the mmap of weights_path,
+    # which will be overwritten by save_file below.
+    new_state_dict = {k: v.clone() for k, v in state_dict.items() if k not in keys_to_remove}
 
     for prefix, experts in layers.items():
         gate_up = torch.stack(
diff --git a/uv.lock b/uv.lock
index a5f7d6a930..cb5a3a15dc 100644
--- a/uv.lock
+++ b/uv.lock
@@ -886,11 +886,11 @@ wheels = [
 
 [[package]]
 name = "docstring-parser"
-version = "0.17.0"
+version = "0.18.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b2/9d/c3b43da9515bd270df0f80548d9944e389870713cc1fe2b8fb35fe2bcefd/docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912", size = 27442, upload-time = "2025-07-21T07:35:01.868Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e0/4d/f332313098c1de1b2d2ff91cf2674415cc7cddab2ca1b01ae29774bd5fdf/docstring_parser-0.18.0.tar.gz", hash = "sha256:292510982205c12b1248696f44959db3cdd1740237a968ea1e2e7a900eeb2015", size = 29341, upload-time = "2026-04-14T04:09:19.867Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708", size = 36896, upload-time = "2025-07-21T07:35:00.684Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/5f/ed01f9a3cdffbd5a008556fc7b2a08ddb1cc6ace7effa7340604b1d16699/docstring_parser-0.18.0-py3-none-any.whl", hash = "sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b", size = 22484, upload-time = "2026-04-14T04:09:18.638Z" },
 ]
 
 [[package]]
@@ -902,16 +902,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/02/10/5da547df7a391dcde17f59520a231527b8571e6f46fc8efb02ccb370ab12/docutils-0.22.4-py3-none-any.whl", hash = "sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de", size = 633196, upload-time = "2025-12-18T19:00:18.077Z" },
 ]
 
-[[package]]
-name = "drain3"
-version = "0.9.11"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cachetools" },
-    { name = "jsonpickle" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/dc/83/4da2d3a11b5e0edf1a4f4c0c2dd42126d2eb1f31c733967edd3dfac1af94/drain3-0.9.11.tar.gz", hash = "sha256:9ab4b1407fad74f56554ae371ef019c3c7985861631f4bab46a0e92585125f75", size = 27960, upload-time = "2022-07-17T06:40:11.433Z" }
-
 [[package]]
 name = "dulwich"
 version = "0.25.2"
@@ -1354,29 +1344,6 @@ wheels = [
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-[[package]]
-name = "grpcio-tools"
-version = "1.80.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "grpcio" },
-    { name = "protobuf" },
-    { name = "setuptools" },
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 [[package]]
 name = "gunicorn"
 version = "25.3.0"
@@ -1483,15 +1450,6 @@ wheels = [
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-version = "0.4.3"
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 [[package]]
 name = "huey"
 version = "2.6.0"
@@ -1730,36 +1688,6 @@ wheels = [
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-[[package]]
-name = "jsonpatch"
-version = "1.33"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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