diff --git a/.github/workflows/release-please.yml b/.github/workflows/release-please.yml
index b68cd83..a6b84ce 100644
--- a/.github/workflows/release-please.yml
+++ b/.github/workflows/release-please.yml
@@ -62,7 +62,7 @@ jobs:
     if: ${{ needs.release-please.outputs.release_created }}
     runs-on: ubuntu-latest
     permissions:
-      contents: write
+      contents: read
       pull-requests: write
     steps:
       - uses: actions/checkout@v4
diff --git a/abses/core/experiment.py b/abses/core/experiment.py
index 44e7a55..7c58ef8 100644
--- a/abses/core/experiment.py
+++ b/abses/core/experiment.py
@@ -40,6 +40,7 @@
 from hydra.core.hydra_config import HydraConf, HydraConfig
 from joblib import Parallel, delayed
 from omegaconf import DictConfig, OmegaConf
+from omegaconf.errors import OmegaConfBaseException
 from tqdm.auto import tqdm
 
 from abses.core.job_manager import ExperimentManager
@@ -102,8 +103,9 @@ def relative_path_from_to(from_path: Path, to_path: Path) -> Path:
 
 # Hydra ships exactly one built-in launcher, `BasicLauncher`, and it is serial.
 # Anything outside this prefix is a third-party launcher plugin, which we treat
-# as parallel: the launchers that exist in practice (joblib, submitit, ray) all
-# are, and assuming parallel only costs us a layer of nesting we skip.
+# as parallel unless its own config says otherwise: the launchers that exist in
+# practice (joblib, submitit, ray) all are, and assuming parallel only costs us
+# a layer of nesting we skip.
 _SERIAL_LAUNCHER_PREFIX = "hydra._internal.core_plugins."
 
 
@@ -125,7 +127,20 @@ def launcher_is_parallel(launcher: Optional[DictConfig]) -> bool:
     if not launcher:
         return False
     target = str(launcher.get("_target_", ""))
-    return bool(target) and not target.startswith(_SERIAL_LAUNCHER_PREFIX)
+    if not target or target.startswith(_SERIAL_LAUNCHER_PREFIX):
+        return False
+    # A plugin can still be told to run serially. `n_jobs` is joblib's knob and
+    # joblib is the only launcher that spells it that way; `n_jobs: 1` selects
+    # joblib's sequential backend, which runs every job in the calling process
+    # exactly like BasicLauncher does. Other values -- including the -1 default
+    # and an absent key -- leave the launcher concurrent.
+    try:
+        n_jobs = OmegaConf.select(launcher, "n_jobs", default=None)
+    except OmegaConfBaseException:
+        # An unreadable value tells us nothing; keep the optimistic default
+        # rather than aborting the run from inside a predicate.
+        return True
+    return n_jobs != 1
 
 
 def run_single(
diff --git a/tests/core/test_experiment.py b/tests/core/test_experiment.py
index 17a6e23..be7dda6 100644
--- a/tests/core/test_experiment.py
+++ b/tests/core/test_experiment.py
@@ -130,6 +130,36 @@ def test_plugin_launchers_are_parallel(self, target):
         launcher = OmegaConf.create({"_target_": target})
         assert launcher_is_parallel(launcher) is True
 
+    def test_joblib_with_one_job_is_not_parallel(self):
+        """`n_jobs: 1` makes joblib run every job in the calling process.
+
+        joblib's `Parallel(n_jobs=1)` uses the sequential backend, so this
+        launcher is as serial as BasicLauncher despite being a plugin.
+        """
+        launcher = OmegaConf.create(
+            {
+                "_target_": "hydra_plugins.hydra_joblib_launcher"
+                ".joblib_launcher.JoblibLauncher",
+                "n_jobs": 1,
+            }
+        )
+        assert launcher_is_parallel(launcher) is False
+
+    def test_unreadable_n_jobs_falls_back_to_parallel(self):
+        """An `n_jobs` we cannot read must not crash the run.
+
+        This is a predicate on the way to `batch_run`; raising here would abort
+        the whole experiment. Assuming parallel only costs a layer of nesting.
+        """
+        launcher = OmegaConf.create(
+            {
+                "_target_": "hydra_plugins.hydra_joblib_launcher"
+                ".joblib_launcher.JoblibLauncher",
+                "n_jobs": "${undefined_key}",
+            }
+        )
+        assert launcher_is_parallel(launcher) is True
+
 
 @contextmanager
 def _inside_hydra_job(launcher_target: str, output_dir: Path):
diff --git a/uv.lock b/uv.lock
index fd5c1e0..3197164 100644
--- a/uv.lock
+++ b/uv.lock
@@ -8,7 +8,7 @@ resolution-markers = [
 
 [[package]]
 name = "abses"
-version = "0.10.0"
+version = "0.11.7"
 source = { editable = "." }
 dependencies = [
     { name = "fiona" },