diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt
index 0e95c62c6b..e6802cb045 100644
--- a/.ci/docker/requirements.txt
+++ b/.ci/docker/requirements.txt
@@ -14,7 +14,7 @@ tqdm==4.66.1
 numpy==1.24.4
 matplotlib
 librosa
-torch==2.6
+torch==2.7
 torchvision
 torchdata
 networkx
@@ -67,7 +67,7 @@ iopath
 pygame==2.6.0
 pycocotools
 semilearn==0.3.2
-torchao==0.5.0
+torchao==0.10.0
 segment_anything==1.0
 torchrec==1.1.0; platform_system == "Linux"
-fbgemm-gpu==1.1.0; platform_system == "Linux"
+fbgemm-gpu==1.2.0; platform_system == "Linux"
diff --git a/.jenkins/build.sh b/.jenkins/build.sh
index 8786859d7d..58483c168b 100755
--- a/.jenkins/build.sh
+++ b/.jenkins/build.sh
@@ -22,13 +22,10 @@ sudo apt-get install -y pandoc
 #Install PyTorch Nightly for test.
 # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
 # Install 2.5 to merge all 2.4 PRs - uncomment to install nightly binaries (update the version as needed).
-# sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata
-# sudo pip3 install torch==2.6.0 torchvision --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
 # sudo pip uninstall -y fbgemm-gpu torchrec
+# sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata torchrl tensordict
 # sudo pip3 install fbgemm-gpu==1.1.0 torchrec==1.0.0 --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
-sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata torchrl tensordict
-pip3 install torch==2.7.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu126
-#sudo pip uninstall -y fbgemm-gpu
+# pip3 install torch==2.7.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu126
 # Install two language tokenizers for Translation with TorchText tutorial
 python -m spacy download en_core_web_sm
 python -m spacy download de_core_news_sm
diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index 3ed1e0c028..f4586c19b3 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -51,14 +51,8 @@
     "intermediate_source/text_to_speech_with_torchaudio",
     "intermediate_source/tensorboard_profiler_tutorial", # reenable after 2.0 release.
     "advanced_source/semi_structured_sparse", # reenable after 3303 is fixed.
-    "intermediate_source/mario_rl_tutorial", # reenable after 3302 is fixed
-    "intermediate_source/reinforcement_ppo", # reenable after 3302 is fixed
-    "intermediate_source/pinmem_nonblock", # reenable after 3302 is fixed
-    "intermediate_source/dqn_with_rnn_tutorial", # reenable after 3302 is fixed
-    "advanced_source/pendulum", # reenable after 3302 is fixed
-    "advanced_source/coding_ddpg", # reenable after 3302 is fixed
-    "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixed
-    "recipes_source/recipes/reasoning_about_shapes" # reenable after 3326 is fixed
+    "intermediate_source/torchrec_intro_tutorial", # reenable after 3302 is fixe
+    "intermediate_source/memory_format_tutorial", # causes other tutorials like torch_logs fail. "state" issue, reseting dynamo didn't help
 ]
 
 def tutorial_source_dirs() -> List[Path]:
diff --git a/conf.py b/conf.py
index a12a05d21c..05cfa11ca1 100644
--- a/conf.py
+++ b/conf.py
@@ -99,10 +99,16 @@
 
 def reset_seeds(gallery_conf, fname):
     torch.cuda.empty_cache()
+    torch.backends.cudnn.deterministic = True
+    torch.backends.cudnn.benchmark = False
+    torch._dynamo.reset()
+    torch._inductor.config.force_disable_caches = True
     torch.manual_seed(42)
     torch.set_default_device(None)
     random.seed(10)
     numpy.random.seed(10)
+    torch.set_grad_enabled(True)
+
     gc.collect()
 
 sphinx_gallery_conf = {