diff --git a/.circleci/config.yml b/.circleci/config.yml
index b3f3eef23ca..d7a3513a9e4 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -190,6 +190,7 @@ jobs:
     resource_class: gpu.nvidia.small.multi
   pytorch_tutorial_pr_build_worker_1:
     <<: *pytorch_tutorial_build_worker_defaults
+    resource_class: gpu.nvidia.medium
   pytorch_tutorial_pr_build_worker_10:
     <<: *pytorch_tutorial_build_worker_defaults
   pytorch_tutorial_pr_build_worker_11:
@@ -234,6 +235,7 @@ jobs:
     resource_class: gpu.nvidia.small.multi
   pytorch_tutorial_trunk_build_worker_1:
     <<: *pytorch_tutorial_build_worker_defaults
+    resource_class: gpu.nvidia.medium
   pytorch_tutorial_trunk_build_worker_10:
     <<: *pytorch_tutorial_build_worker_defaults
   pytorch_tutorial_trunk_build_worker_11:
diff --git a/.circleci/regenerate.py b/.circleci/regenerate.py
index ba816ca4912..42da5c34f52 100644
--- a/.circleci/regenerate.py
+++ b/.circleci/regenerate.py
@@ -26,9 +26,11 @@ def indent(indentation, data_list):
 def jobs(pr_or_trunk, num_workers=20, indentation=2):
     jobs = {}
 
-    # all tutorials that need gpu.nvidia.small.multi machines will be routed
-    # by get_files_to_run.py to 0th worker
+    # all tutorials that need gpu.nvidia.small.multi machines will be routed by
+    # get_files_to_run.py to 0th worker, similarly for gpu.nvidia.medium and the
+    # 1st worker
     needs_gpu_nvidia_small_multi = [0]
+    needs_gpu_nvidia_medium = [1]
     jobs[f"pytorch_tutorial_{pr_or_trunk}_build_manager"] = {
         "<<": "*pytorch_tutorial_build_manager_defaults"
     }
@@ -36,6 +38,8 @@ def jobs(pr_or_trunk, num_workers=20, indentation=2):
         job_info = {"<<": "*pytorch_tutorial_build_worker_defaults"}
         if i in needs_gpu_nvidia_small_multi:
             job_info["resource_class"] = "gpu.nvidia.small.multi"
+        if i in needs_gpu_nvidia_medium:
+            job_info["resource_class"] = "gpu.nvidia.medium"
         jobs[f"pytorch_tutorial_{pr_or_trunk}_build_worker_{i}"] = job_info
 
     return indent(indentation, jobs).replace("'", "")
diff --git a/.jenkins/get_files_to_run.py b/.jenkins/get_files_to_run.py
index 91e658a0251..fc5d4310ac7 100644
--- a/.jenkins/get_files_to_run.py
+++ b/.jenkins/get_files_to_run.py
@@ -39,15 +39,23 @@ def add_to_shard(i, filename):
             shard_jobs,
         )
 
+    all_other_files = all_files.copy()
     needs_gpu_nvidia_small_multi = list(
         filter(lambda x: get_needs_machine(x) == "gpu.nvidia.small.multi", all_files,)
     )
+    needs_gpu_nvidia_medium = list(
+        filter(lambda x: get_needs_machine(x) == "gpu.nvidia.medium", all_files,)
+    )
     for filename in needs_gpu_nvidia_small_multi:
         # currently, the only job that uses gpu.nvidia.small.multi is the 0th worker,
         # so we'll add all the jobs that need this machine to the 0th worker
         add_to_shard(0, filename)
-
-    all_other_files = [x for x in all_files if x not in needs_gpu_nvidia_small_multi]
+        all_other_files.remove(filename)
+    for filename in needs_gpu_nvidia_medium:
+        # currently, the only job that uses gpu.nvidia.medium is the 1st worker,
+        # so we'll add all the jobs that need this machine to the 1st worker
+        add_to_shard(1, filename)
+        all_other_files.remove(filename)
 
     sorted_files = sorted(all_other_files, key=get_duration, reverse=True,)
 
diff --git a/.jenkins/metadata.json b/.jenkins/metadata.json
index 095e2a65ccb..9a881ccfa88 100644
--- a/.jenkins/metadata.json
+++ b/.jenkins/metadata.json
@@ -24,5 +24,8 @@
   },
   "intermediate_source/model_parallel_tutorial.py": {
     "needs": "gpu.nvidia.small.multi"
+  },
+  "intermediate_source/torch_compile_tutorial.py": {
+    "needs": "gpu.nvidia.medium"
   }
 }