diff --git a/ci/development.yml b/ci/development.yml
index 7b4733b5..7c01f58b 100644
--- a/ci/development.yml
+++ b/ci/development.yml
@@ -1,91 +1,159 @@
 stages:
-  - deploy
+  - build
+  - gitops
 
-deploy-dev:
-  stage: deploy
-  image: alpine:3.20
+variables:
+  AWS_REGION: ap-southeast-3
+  ECR_REGISTRY: 886436954922.dkr.ecr.ap-southeast-3.amazonaws.com
+  ECR_REPO_NAME: mbugroup/lti-api
+  ECR_REPOSITORY: ${ECR_REGISTRY}/${ECR_REPO_NAME}
 
+  DOCKER_HOST: unix:///var/run/docker.sock
+  DOCKER_TLS_CERTDIR: ""
+  DOCKER_BUILDKIT: "1"
+
+workflow:
+  rules:
+    - if: '$CI_COMMIT_BRANCH'
+
+# =========================
+# Helper: login ECR
+# =========================
+.ecr_login: &ecr_login |
+  AWS_CLI_ENV_ARGS=""
+  AWS_CLI_ENV_ARGS="$AWS_CLI_ENV_ARGS -e AWS_REGION=$AWS_REGION"
+  AWS_CLI_ENV_ARGS="$AWS_CLI_ENV_ARGS -e AWS_ACCESS_KEY_ID=${AWS_ACCESS_KEY_ID:-}"
+  AWS_CLI_ENV_ARGS="$AWS_CLI_ENV_ARGS -e AWS_SECRET_ACCESS_KEY=${AWS_SECRET_ACCESS_KEY:-}"
+  if [ -n "${AWS_SESSION_TOKEN:-}" ]; then
+    AWS_CLI_ENV_ARGS="$AWS_CLI_ENV_ARGS -e AWS_SESSION_TOKEN=$AWS_SESSION_TOKEN"
+  fi
+
+  PASS="$(docker run --rm $AWS_CLI_ENV_ARGS public.ecr.aws/aws-cli/aws-cli:latest \
+    ecr get-login-password --region "$AWS_REGION" || true)"
+  if [ -z "$PASS" ]; then
+    echo "ERROR: Failed to get ECR login password."
+    exit 1
+  fi
+  echo "$PASS" | docker login --username AWS --password-stdin "$ECR_REGISTRY"
+
+# =========================
+# DEV
+# =========================
+build_push_dev_lti:
+  stage: build
+  image: public.ecr.aws/docker/library/docker:27
+  tags: [self-hosted-dev]
   rules:
     - if: '$CI_COMMIT_BRANCH == "development"'
-      when: on_success
-    - when: never
-
   variables:
-    DEPLOY_APP: "LTI-MBUGROUP"
-    GIT_SUBMODULE_STRATEGY: recursive
-    GIT_DEPTH: "1"
-
+    IMAGE_TAG: "dev-${CI_COMMIT_SHORT_SHA}"
   before_script:
-    - echo "🧰 Installing dependencies..."
-    - apk update && apk add --no-cache openssh git curl bash
+    - set -eu
+    - docker version
+    - docker info
+    - *ecr_login
+  script: |
+    set -eu
+    echo "Build & push: $ECR_REPOSITORY:$IMAGE_TAG"
 
-    # Setup SSH di runner
-    - mkdir -p ~/.ssh
-    - echo "$SSH_PRIVATE_KEY" | tr -d '\r' > ~/.ssh/id_rsa
-    - chmod 600 ~/.ssh/id_rsa
-    - eval "$(ssh-agent -s)"
-    - ssh-add ~/.ssh/id_rsa
+    docker build \
+      -t "$ECR_REPOSITORY:$IMAGE_TAG" \
+      .
 
-    # Trust host keys (server + gitlab) biar SSH gak nanya interaktif
-    - ssh-keyscan -H "$SERVER_IP" >> ~/.ssh/known_hosts
-    - ssh-keyscan -H gitlab.com >> ~/.ssh/known_hosts
+    docker push "$ECR_REPOSITORY:$IMAGE_TAG"
 
-  script:
-    - echo "🚀 Deploying latest code to $SERVER_USER@$SERVER_IP"
-    - >
-      if ssh -o StrictHostKeyChecking=no "$SERVER_USER@$SERVER_IP" "
-        set -e
+update_gitops_dev_lti:
+  stage: gitops
+  image: alpine:3.20
+  tags: [self-hosted-dev]
+  rules:
+    - if: '$CI_COMMIT_BRANCH == "development"'
+  needs: ["build_push_dev_lti"]
+  variables:
+    IMAGE_TAG: "dev-${CI_COMMIT_SHORT_SHA}"
+    GITOPS_BRANCH: main
+    VALUES_FILE: environments/lti/dev/lti-values-dev.yaml
+    GITOPS_REPO_URL: https://oauth2:${GITOPS_TOKEN}@gitlab.com/cristian.anggita.parjaman/gitops.git
+  before_script:
+    - set -eu
+    - apk add --no-cache git yq
+    - git config --global user.email "ci@gitlab"
+    - git config --global user.name "gitlab-ci"
+  script: |
+    set -eu
+    rm -rf gitops
+    git clone --depth 1 --branch "$GITOPS_BRANCH" "$GITOPS_REPO_URL" gitops
+    cd gitops
 
-        cd /home/devops/docker/deployment/development/lti-api
+    echo "Updating DEV image.tag to $IMAGE_TAG in $VALUES_FILE"
+    yq -i '.image.repository = strenv(ECR_REPOSITORY)' "$VALUES_FILE"
+    yq -i '.image.tag = strenv(IMAGE_TAG)' "$VALUES_FILE"
 
-        # Pastikan remote origin SSH (antisipasi kalau pernah ke-set HTTPS)
-        git remote set-url origin git@gitlab.com:mbugroup/lti-api.git
+    git add "$VALUES_FILE"
+    if git diff --cached --quiet; then
+      echo "No changes to commit"
+      exit 0
+    fi
+    git commit -m "lti dev deploy ${IMAGE_TAG}"
+    git push origin "$GITOPS_BRANCH"
 
-        # Pastikan server percaya gitlab.com juga (untuk git fetch via SSH)
-        mkdir -p ~/.ssh
-        ssh-keyscan -H gitlab.com >> ~/.ssh/known_hosts
+# =========================
+# PROD
+# =========================
+# build_push_prod_lti:
+#   stage: build
+#   image: public.ecr.aws/docker/library/docker:27
+#   tags: [self-hosted-dev]
+#   rules:
+#     - if: '$CI_COMMIT_BRANCH == "production"'
+#   variables:
+#     IMAGE_TAG: "prod-${CI_COMMIT_SHORT_SHA}"
+#   before_script:
+#     - set -eu
+#     - docker version
+#     - docker info
+#     - *ecr_login
+#   script: |
+#     set -eu
+#     echo "Build & push: $ECR_REPOSITORY:$IMAGE_TAG"
 
-        # Fetch/reset pakai SSH
-        GIT_SSH_COMMAND='ssh -o StrictHostKeyChecking=no' git fetch origin development
-        git reset --hard origin/development
+#     docker build \
+#       -t "$ECR_REPOSITORY:$IMAGE_TAG" \
+#       .
 
-        docker compose restart dev-api-lti || docker compose up -d dev-api-lti
-      "; then
-        STATUS='success';
-      else
-        STATUS='failed';
-      fi;
+#     docker push "$ECR_REPOSITORY:$IMAGE_TAG"
 
-      RUN_URL="${CI_PROJECT_URL}/-/pipelines/${CI_PIPELINE_ID}";
+# update_gitops_prod_lti:
+#   stage: gitops
+#   image: alpine:3.20
+#   tags: [self-hosted-dev]
+#   rules:
+#     - if: '$CI_COMMIT_BRANCH == "production"'
+#   needs: ["build_push_prod_lti"]
+#   variables:
+#     IMAGE_TAG: "prod-${CI_COMMIT_SHORT_SHA}"
+#     GITOPS_BRANCH: main
+#     VALUES_FILE: environments/lti/prod/lti-values-prod.yaml
+#     GITOPS_REPO_URL: https://oauth2:${GITOPS_TOKEN}@gitlab.com/cristian.anggita.parjaman/gitops.git
+#   before_script:
+#     - set -eu
+#     - apk add --no-cache git yq
+#     - git config --global user.email "ci@gitlab"
+#     - git config --global user.name "gitlab-ci"
+#   script: |
+#     set -eu
+#     rm -rf gitops
+#     git clone --depth 1 --branch "$GITOPS_BRANCH" "$GITOPS_REPO_URL" gitops
+#     cd gitops
 
-      if [ "$STATUS" = "success" ]; then
-        COLOR=3066993;
-        TITLE="✅ Deployment API Succeeded";
-        DESC="Deployment job on branch \`${CI_COMMIT_REF_NAME}\` completed successfully.";
-      else
-        COLOR=15158332;
-        TITLE="❌ Deployment API Failed Gaes";
-        DESC="Deployment job on branch \`${CI_COMMIT_REF_NAME}\` failed.";
-      fi;
+#     echo "Updating PROD image.tag to $IMAGE_TAG in $VALUES_FILE"
+#     yq -i '.image.repository = strenv(ECR_REPOSITORY)' "$VALUES_FILE"
+#     yq -i '.image.tag = strenv(IMAGE_TAG)' "$VALUES_FILE"
 
-      echo "{
-        \"username\": \"CI Bot\",
-        \"embeds\": [{
-          \"title\": \"$TITLE\",
-          \"description\": \"$DESC\",
-          \"color\": $COLOR,
-          \"fields\": [
-            {\"name\": \"Repository\", \"value\": \"${CI_PROJECT_PATH}\", \"inline\": true},
-            {\"name\": \"Actor\", \"value\": \"${GITLAB_USER_LOGIN}\", \"inline\": true},
-            {\"name\": \"Commit\", \"value\": \"${CI_COMMIT_SHA}\", \"inline\": false},
-            {\"name\": \"Pipeline\", \"value\": \"[Open run](${RUN_URL})\", \"inline\": false}
-          ]
-        }]
-      }" > payload.json;
-
-      echo "📡 Sending notification to Discord...";
-      curl -sS -H "Content-Type: application/json" \
-        -d @payload.json "$DISCORD_WEBHOOK_URL";
-
-  environment:
-    name: development
+#     git add "$VALUES_FILE"
+#     if git diff --cached --quiet; then
+#       echo "No changes to commit"
+#       exit 0
+#     fi
+#     git commit -m "lti prod deploy ${IMAGE_TAG}"
+#     git push origin "$GITOPS_BRANCH"
\ No newline at end of file