diff --git a/dagster_skypilot/assets.py b/dagster_skypilot/assets.py
index b64fe1e..d0f6644 100644
--- a/dagster_skypilot/assets.py
+++ b/dagster_skypilot/assets.py
@@ -1,8 +1,11 @@
+import json
 import os
-from pathlib import Path
 
+import sky
+import yaml
 from dagster import AssetExecutionContext, asset
 from dagster_shell import execute_shell_command
+from upath import UPath
 
 from dagster_skypilot.consts import DEPLOYMENT_TYPE
 
@@ -15,8 +18,8 @@ def populate_keyfiles():
     This reads the credentials for AWS and Lambda Labs from env vars (set in the
     Dagster Cloud UI) and then populates the expected key files accordingly.
     """
-    lambda_key_file = Path.home() / ".lambda_cloud" / "lambda_keys"
-    aws_key_file = Path.home() / ".aws" / "credentials"
+    lambda_key_file = UPath.home() / ".lambda_cloud" / "lambda_keys"
+    aws_key_file = UPath.home() / ".aws" / "credentials"
 
     # Don't overwrite local keys, but always populate them dynamically in
     # Dagster Cloud
@@ -35,17 +38,79 @@ def populate_keyfiles():
             )
 
 
+def get_metrics(context: AssetExecutionContext, bucket):
+    with (UPath(bucket) / context.run_id / "train_results.json").open("r") as f:
+        return json.load(f)
+
+
 @asset(group_name="ai")
-def skypilot_model(context: AssetExecutionContext) -> None:
+def skypilot_yaml(context: AssetExecutionContext) -> None:
     # SkyPilot doesn't support reading credentials from environment variables.
     # So, we need to populate the required keyfiles.
     populate_keyfiles()
 
-    execute_shell_command(
-        "sky launch -c dnn dnn.yaml --yes -i 5 --down",
-        output_logging="STREAM",
-        log=context.log,
-        cwd=str(Path(__file__).parent.parent),
-        # Disable color and styling for rich
-        env=os.environ | {"TERM": "dumb"},
+    skypilot_bucket = os.getenv("SKYPILOT_BUCKET")
+
+    try:
+        execute_shell_command(
+            "sky launch -c gemma finetune.yaml --env HF_TOKEN --env DAGSTER_RUN_ID --yes",  # -i 5 --down",
+            output_logging="STREAM",
+            log=context.log,
+            cwd=str(UPath(__file__).parent),
+            # Disable color and styling for rich
+            env={
+                **os.environ,
+                "TERM": "dumb",
+                "NO_COLOR": "1",
+                "HF_TOKEN": os.getenv("HF_TOKEN", ""),
+                "DAGSTER_RUN_ID": context.run_id,
+            },
+        )
+
+        context.add_output_metadata(get_metrics(context, skypilot_bucket))
+    finally:
+        execute_shell_command(
+            "sky down --all --yes",  # -i 5 --down",
+            output_logging="STREAM",
+            log=context.log,
+            cwd=str(UPath(__file__).parent),
+            # Disable color and styling for rich
+            env={
+                **os.environ,
+                "TERM": "dumb",
+                "NO_COLOR": "1",
+            },
+        )
+
+
+@asset(group_name="ai")
+def skypilot_python_api(context: AssetExecutionContext) -> None:
+    # SkyPilot doesn't support reading credentials from environment variables.
+    # So, we need to populate the required keyfiles.
+    populate_keyfiles()
+
+    skypilot_bucket = os.getenv("SKYPILOT_BUCKET")
+
+    # The parent of the current script
+    parent_dir = UPath(__file__).parent
+    yaml_file = parent_dir / "finetune.yaml"
+    with yaml_file.open("r", encoding="utf-8") as f:
+        task_config = yaml.safe_load(f)
+
+    task = sky.Task().from_yaml_config(
+        config=task_config,
+        env_overrides={  # type: ignore
+            "HF_TOKEN": os.getenv("HF_TOKEN", ""),
+            "DAGSTER_RUN_ID": context.run_id,
+            "SCRIPT_WORKING_DIR": str(parent_dir / "scripts"),
+            "BUCKET_NAME": skypilot_bucket,
+        },
     )
+
+    try:
+        sky.launch(task, cluster_name="gemma", idle_minutes_to_autostop=5)  # type: ignore
+        context.add_output_metadata(get_metrics(context, skypilot_bucket))
+
+    finally:
+        sky.down("gemma")
+        ...
diff --git a/setup.py b/setup.py
index 48b27bb..d92dd8e 100644
--- a/setup.py
+++ b/setup.py
@@ -6,8 +6,10 @@
     install_requires=[
         "dagster>=1.6.0,<1.7.0",
         "dagster-cloud",
-        "skypilot[aws,azure,gcp]",
         "dagster-shell",
+        "universal_pathlib",
+        "s3fs",
+        "skypilot[aws,azure,gcp]",
     ],
     extras_require={
         "dev": [