diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index cefb973..dbdfad4 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -47,5 +47,5 @@ jobs:
           push: true
           tags: |
             ${{ steps.meta.outputs.tags }}
-            ghcr.io/pickfordai/pickford-studio:latest
+            ghcr.io/kyryl-opens-ml/gpu-jobs-comparison:latest
           labels: ${{ steps.meta.outputs.labels }}
diff --git a/gpu-job/kubernetes/job-app-ml.yaml b/gpu-job/kubernetes/job-app-ml.yaml
index fd9dd49..33549b2 100644
--- a/gpu-job/kubernetes/job-app-ml.yaml
+++ b/gpu-job/kubernetes/job-app-ml.yaml
@@ -1,23 +1,31 @@
 apiVersion: batch/v1
 kind: Job
 metadata:
-  name: text2sql-training
+  name: phi-3-text2sql-k8s-job
 spec:
   parallelism: 1
   template:
     spec:
       restartPolicy: Never
       containers:
-        - image: ghcr.io/kyryl-opens-ml/gpu-jobs-comparison:pr-1
-          name: text2sql-training
+        - image: ghcr.io/kyryl-opens-ml/gpu-jobs-comparison:latest
+          name: training
           env:
             - name: HF_TOKEN
-              value: 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
+              valueFrom:
+                secretKeyRef:
+                  name: gpu-job-secrets
+                  key: HF_TOKEN
             - name: WANDB_PROJECT
               value: gpu-jobs-comparison
             - name: WANDB_API_KEY
-              value: cb86168a2e8db7edb905da69307450f5e7867d66
+              valueFrom:
+                secretKeyRef:
+                  name: gpu-job-secrets
+                  key: WANDB_API_KEY
             - name: RUN_NAME
-              value: phi-3-mini-lora-text2sql-k8s-job
+              valueFrom:
+                fieldRef:
+                  fieldPath: metadata.name
           command: ["python"]
-          args: ["text2sql_training.py"]              
\ No newline at end of file
+          args: ["text2sql_training.py"]
\ No newline at end of file
diff --git a/gpu-job/kubernetes/pod-app-ml.yaml b/gpu-job/kubernetes/pod-app-ml.yaml
deleted file mode 100644
index 89f9135..0000000
--- a/gpu-job/kubernetes/pod-app-ml.yaml
+++ /dev/null
@@ -1,20 +0,0 @@
-apiVersion: v1
-kind: Pod
-metadata:
-  name: text2sql-training
-spec:
-  containers:
-    - image: ghcr.io/kyryl-opens-ml/gpu-jobs-comparison:pr-1
-      name: text2sql-training
-      env:
-        - name: HF_TOKEN
-          value: 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
-        - name: WANDB_PROJECT
-          value: gpu-jobs-comparison
-        - name: WANDB_API_KEY
-          value: cb86168a2e8db7edb905da69307450f5e7867d66
-        - name: RUN_NAME
-          value: phi-3-mini-lora-text2sql-k8s-pod
-      command: ["python"]
-      args: ["text2sql_training.py"]
-  restartPolicy: Never
\ No newline at end of file