diff --git a/src/lerobot/datasets/multi_dataset.py b/src/lerobot/datasets/multi_dataset.py
index b4b7a941d..b955c1114 100644
--- a/src/lerobot/datasets/multi_dataset.py
+++ b/src/lerobot/datasets/multi_dataset.py
@@ -123,7 +123,7 @@ class MultiLeRobotDataset(torch.utils.data.Dataset):
 
         NOTE: Fow now, this relies on a check in __init__ to make sure all sub-datasets have the same info.
         """
-        return self._datasets[0].meta.info["fps"]
+        return self._datasets[0].meta.info.fps
 
     @property
     def video(self) -> bool:
@@ -133,7 +133,7 @@ class MultiLeRobotDataset(torch.utils.data.Dataset):
 
         NOTE: Fow now, this relies on a check in __init__ to make sure all sub-datasets have the same info.
         """
-        return self._datasets[0].meta.info.get("video", False)
+        return len(self._datasets[0].meta.video_keys) > 0
 
     @property
     def features(self) -> datasets.Features:
diff --git a/src/lerobot/datasets/utils.py b/src/lerobot/datasets/utils.py
index 3876e9f24..715bd2f9b 100644
--- a/src/lerobot/datasets/utils.py
+++ b/src/lerobot/datasets/utils.py
@@ -416,7 +416,7 @@ def create_branch(repo_id: str, *, branch: str, repo_type: str | None = None) ->
 
 def create_lerobot_dataset_card(
     tags: list | None = None,
-    dataset_info: dict | None = None,
+    dataset_info: DatasetInfo | None = None,
     **kwargs,
 ) -> DatasetCard:
     """Create a `DatasetCard` for a LeRobot dataset.
@@ -427,7 +427,7 @@ def create_lerobot_dataset_card(
 
     Args:
         tags (list | None): A list of tags to add to the dataset card.
-        dataset_info (dict | None): The dataset's info dictionary, which will
+        dataset_info (DatasetInfo | None): The dataset's info object, which will
             be displayed on the card.
         **kwargs: Additional keyword arguments to populate the card template.
 
@@ -440,7 +440,7 @@ def create_lerobot_dataset_card(
         card_tags += tags
     if dataset_info:
         dataset_structure = "[meta/info.json](meta/info.json):\n"
-        dataset_structure += f"```json\n{json.dumps(dataset_info, indent=4)}\n```\n"
+        dataset_structure += f"```json\n{json.dumps(dataset_info.to_dict(), indent=4)}\n```\n"
         kwargs = {**kwargs, "dataset_structure": dataset_structure}
     card_data = DatasetCardData(
         license=kwargs.get("license"),
diff --git a/src/lerobot/scripts/convert_dataset_v21_to_v30.py b/src/lerobot/scripts/convert_dataset_v21_to_v30.py
index 73360fd15..f516aa8fc 100644
--- a/src/lerobot/scripts/convert_dataset_v21_to_v30.py
+++ b/src/lerobot/scripts/convert_dataset_v21_to_v30.py
@@ -168,7 +168,7 @@ def legacy_load_tasks(local_dir: Path) -> tuple[dict, dict]:
 def validate_local_dataset_version(local_path: Path) -> None:
     """Validate that the local dataset has the expected v2.1 version."""
     info = load_info(local_path)
-    dataset_version = info.get("codebase_version", "unknown")
+    dataset_version = info.codebase_version or "unknown"
     if dataset_version != V21:
         raise ValueError(
             f"Local dataset has codebase version '{dataset_version}', expected '{V21}'. "