diff --git a/.github/workflows/gpu_ci_h100.yaml b/.github/workflows/gpu_ci_h100.yaml
index b70d6c084d..2068b8c54e 100644
--- a/.github/workflows/gpu_ci_h100.yaml
+++ b/.github/workflows/gpu_ci_h100.yaml
@@ -25,6 +25,15 @@ permissions:
 jobs:
 
   skyrl_train_tests_h100:
+    # A `labeled` event starts a run of every label-gated workflow, so runs fired by
+    # another label skip this job. GitHub keeps only the newest check of a given name,
+    # so a skip published under the real name masks a run that is still going. The
+    # running branch has to stay equal to the job id -- that is the existing check
+    # context, and renaming it would break branch protection pointing at it.
+    name: >-
+      ${{ (github.event_name != 'pull_request_target'
+           || github.event.label.name == 'run_h100_gpu_ci')
+           && 'skyrl_train_tests_h100' || 'skipped (unrelated label)' }}
     # Gate on the label that fired this event. `types: [labeled]` delivers one event
     # per label added, and `contains(...labels.*.name, ...)` tests the whole label
     # set, so labelling in bulk launched one identical GPU run per label.
diff --git a/.github/workflows/gpu_skyrl_train.yaml b/.github/workflows/gpu_skyrl_train.yaml
index 68c4c49607..2f1429c4f1 100644
--- a/.github/workflows/gpu_skyrl_train.yaml
+++ b/.github/workflows/gpu_skyrl_train.yaml
@@ -25,6 +25,15 @@ permissions:
 jobs:
   
   skyrl_train_tests:
+    # A `labeled` event starts a run of every label-gated workflow, so runs fired by
+    # another label skip this job. GitHub keeps only the newest check of a given name,
+    # so a skip published under the real name masks a run that is still going. The
+    # running branch has to stay equal to the job id -- that is the existing check
+    # context, and renaming it would break branch protection pointing at it.
+    name: >-
+      ${{ (github.event_name != 'pull_request_target'
+           || github.event.label.name == 'run_train_gpu_ci')
+           && 'skyrl_train_tests' || 'skipped (unrelated label)' }}
     # Gate on the label that fired this event. `types: [labeled]` delivers one event
     # per label added, and `contains(...labels.*.name, ...)` tests the whole label
     # set, so labelling in bulk launched one identical GPU run per label.
diff --git a/.github/workflows/gpu_skyrl_train_megatron.yaml b/.github/workflows/gpu_skyrl_train_megatron.yaml
index 65567913f3..3b200dea4c 100644
--- a/.github/workflows/gpu_skyrl_train_megatron.yaml
+++ b/.github/workflows/gpu_skyrl_train_megatron.yaml
@@ -27,6 +27,15 @@ permissions:
 jobs:
   
   skyrl_train_tests_megatron:
+    # A `labeled` event starts a run of every label-gated workflow, so runs fired by
+    # another label skip this job. GitHub keeps only the newest check of a given name,
+    # so a skip published under the real name masks a run that is still going. The
+    # running branch has to stay equal to the job id -- that is the existing check
+    # context, and renaming it would break branch protection pointing at it.
+    name: >-
+      ${{ (github.event_name != 'pull_request_target'
+           || github.event.label.name == 'run_train_megatron_gpu_ci')
+           && 'skyrl_train_tests_megatron' || 'skipped (unrelated label)' }}
     # Gate on the label that fired this event. `types: [labeled]` delivers one event
     # per label added, and `contains(...labels.*.name, ...)` tests the whole label
     # set, so labelling in bulk launched one identical GPU run per label.
diff --git a/.github/workflows/gpu_skyrl_train_megatron_models.yaml b/.github/workflows/gpu_skyrl_train_megatron_models.yaml
index 06b528d10f..1d91f2065a 100644
--- a/.github/workflows/gpu_skyrl_train_megatron_models.yaml
+++ b/.github/workflows/gpu_skyrl_train_megatron_models.yaml
@@ -27,6 +27,15 @@ permissions:
 jobs:
   
   skyrl_train_tests_megatron_models:
+    # A `labeled` event starts a run of every label-gated workflow, so runs fired by
+    # another label skip this job. GitHub keeps only the newest check of a given name,
+    # so a skip published under the real name masks a run that is still going. The
+    # running branch has to stay equal to the job id -- that is the existing check
+    # context, and renaming it would break branch protection pointing at it.
+    name: >-
+      ${{ (github.event_name != 'pull_request_target'
+           || github.event.label.name == 'run_train_megatron_gpu_ci_models')
+           && 'skyrl_train_tests_megatron_models' || 'skipped (unrelated label)' }}
     # Gate on the label that fired this event. `types: [labeled]` delivers one event
     # per label added, and `contains(...labels.*.name, ...)` tests the whole label
     # set, so labelling in bulk launched one identical GPU run per label.
diff --git a/.github/workflows/tinker_skyrl_train_backend_gpu.yaml b/.github/workflows/tinker_skyrl_train_backend_gpu.yaml
index e2d56fefed..f1d109c96e 100644
--- a/.github/workflows/tinker_skyrl_train_backend_gpu.yaml
+++ b/.github/workflows/tinker_skyrl_train_backend_gpu.yaml
@@ -28,6 +28,15 @@ permissions:
 jobs:
 
   tinker_skyrl_train_backend_gpu_tests:
+    # A `labeled` event starts a run of every label-gated workflow, so runs fired by
+    # another label skip this job. GitHub keeps only the newest check of a given name,
+    # so a skip published under the real name masks a run that is still going. The
+    # running branch has to stay equal to the job id -- that is the existing check
+    # context, and renaming it would break branch protection pointing at it.
+    name: >-
+      ${{ (github.event_name != 'pull_request_target'
+           || github.event.label.name == 'run_tinker_skyrl_train_backend_gpu_ci')
+           && 'tinker_skyrl_train_backend_gpu_tests' || 'skipped (unrelated label)' }}
     # Gate on the label that fired this event. `types: [labeled]` delivers one event
     # per label added, and `contains(...labels.*.name, ...)` tests the whole label
     # set, so labelling in bulk launched one identical GPU run per label.