diff --git a/app/cookbook.deploy/hosted-loadbalancer.yml b/app/cookbook.deploy/hosted-loadbalancer.yml
deleted file mode 100644
index 33081e1..0000000
--- a/app/cookbook.deploy/hosted-loadbalancer.yml
+++ /dev/null
@@ -1,384 +0,0 @@
-- name: install self-hosted load balancer
-  hosts: localhost
-  become: no
-  gather_facts: no
-
-  tasks:
-    - name: ensure namespace exists
-      k8s:
-        name: openshift-hosted-loadbalancer
-        api_version: v1
-        kind: Namespace
-        state: present
-
-    - name: ensure service account exists
-      k8s:
-        name: hosted-loadbalancer-operator
-        api_version: v1
-        kind: ServiceAccount
-        namespace: openshift-hosted-loadbalancer
-        state: present
-
-    - name: ensure role exists
-      k8s:
-        state: present
-        definition:
-          apiVersion: rbac.authorization.k8s.io/v1
-          kind: Role
-          metadata:
-            name: hosted-loadbalancer-operator
-            namespace: openshift-hosted-loadbalancer
-          rules:
-          - apiGroups:
-            - ""
-            resources:
-            - pods
-            - services
-            - services/finalizers
-            - endpoints
-            - persistentvolumeclaims
-            - events
-            - configmaps
-            - secrets
-            - serviceaccounts
-            verbs:
-            - create
-            - delete
-            - get
-            - list
-            - patch
-            - update
-            - watch
-          - apiGroups:
-            - apps
-            resources:
-            - deployments
-            - daemonsets
-            - replicasets
-            - statefulsets
-            verbs:
-            - create
-            - delete
-            - get
-            - list
-            - patch
-            - update
-            - watch
-          - apiGroups:
-            - security.openshift.io
-            resources:
-            - securitycontextcontraints
-            verbs:
-            - get
-            - list
-            - update
-            - patch
-          - apiGroups:
-            - security.openshift.io
-            resourceNames:
-            - privileged
-            resources:
-            - securitycontextconstraints
-            verbs:
-            - use
-          - apiGroups:
-            - rbac.authorization.k8s.io
-            resources:
-            - roles
-            - clusterroles
-            - rolebindings
-            - clusterrolebindings
-            verbs:
-            - get
-            - list
-            - delete
-            - create
-            - update
-            - patch
-            - watch
-          - apiGroups:
-            - monitoring.coreos.com
-            resources:
-            - servicemonitors
-            verbs:
-            - get
-            - create
-          - apiGroups:
-            - apps
-            resourceNames:
-            - operator
-            resources:
-            - deployments/finalizers
-            verbs:
-            - update
-          - apiGroups:
-            - ""
-            resources:
-            - pods
-            verbs:
-            - get
-          - apiGroups:
-            - apps
-            resources:
-            - replicasets
-            - deployments
-            verbs:
-            - get
-          - apiGroups:
-            - lb.faros.dev
-            resources:
-            - '*'
-            verbs:
-            - create
-            - delete
-            - get
-            - list
-            - patch
-            - update
-            - watch
-
-    - name: ensure clusterrole exists
-      k8s:
-        state: present
-        definition:
-          apiVersion: rbac.authorization.k8s.io/v1
-          kind: ClusterRole
-          metadata:
-            name: hosted-loadbalancer-operator
-          rules:
-          - apiGroups:
-            - ""
-            resources:
-            - nodes
-            verbs:
-            - list
-          - apiGroups:
-            - ""
-            resources:
-            - pods
-            - services
-            - services/finalizers
-            - endpoints
-            - persistentvolumeclaims
-            - events
-            - configmaps
-            - secrets
-            - serviceaccounts
-            verbs:
-            - create
-            - delete
-            - get
-            - list
-            - patch
-            - update
-            - watch
-          - apiGroups:
-            - apps
-            resources:
-            - deployments
-            - daemonsets
-            - replicasets
-            - statefulsets
-            verbs:
-            - create
-            - delete
-            - get
-            - list
-            - patch
-            - update
-            - watch
-          - apiGroups:
-            - security.openshift.io
-            resources:
-            - securitycontextcontraints
-            verbs:
-            - get
-            - list
-            - update
-            - patch
-          - apiGroups:
-            - security.openshift.io
-            resourceNames:
-            - privileged
-            resources:
-            - securitycontextconstraints
-            verbs:
-            - use
-          - apiGroups:
-            - rbac.authorization.k8s.io
-            resources:
-            - roles
-            - clusterroles
-            - rolebindings
-            - clusterrolebindings
-            verbs:
-            - get
-            - list
-            - delete
-            - create
-            - update
-            - patch
-            - watch
-          - apiGroups:
-            - monitoring.coreos.com
-            resources:
-            - servicemonitors
-            verbs:
-            - get
-            - create
-          - apiGroups:
-            - apps
-            resourceNames:
-            - operator
-            resources:
-            - deployments/finalizers
-            verbs:
-            - update
-          - apiGroups:
-            - ""
-            resources:
-            - pods
-            verbs:
-            - get
-          - apiGroups:
-            - apps
-            resources:
-            - replicasets
-            - deployments
-            verbs:
-            - get
-          - apiGroups:
-            - lb.faros.dev
-            resources:
-            - '*'
-            verbs:
-            - create
-            - delete
-            - get
-            - list
-            - patch
-            - update
-            - watch
-
-    - name: ensure rolebinding exists
-      k8s:
-        state: present
-        definition:
-          kind: RoleBinding
-          apiVersion: rbac.authorization.k8s.io/v1
-          metadata:
-            name: hosted-loadbalancer-operator
-            namespace: openshift-hosted-loadbalancer
-          subjects:
-          - kind: ServiceAccount
-            name: hosted-loadbalancer-operator
-          roleRef:
-            kind: ClusterRole
-            name: hosted-loadbalancer-operator
-            apiGroup: rbac.authorization.k8s.io
-
-    - name: ensure clusterrolebinding exists
-      k8s:
-        state: present
-        definition:
-          kind: ClusterRoleBinding
-          apiVersion: rbac.authorization.k8s.io/v1
-          metadata:
-            name: hosted-loadbalancer-operator
-          subjects:
-          - kind: ServiceAccount
-            name: hosted-loadbalancer-operator
-            namespace: openshift-hosted-loadbalancer
-          roleRef:
-            kind: ClusterRole
-            name: hosted-loadbalancer-operator
-            apiGroup: rbac.authorization.k8s.io
-
-    - name: ensure customresourcedefinition exists
-      k8s:
-        state: present
-        definition:
-          apiVersion: apiextensions.k8s.io/v1beta1
-          kind: CustomResourceDefinition
-          metadata:
-            name: clusterloadbalancers.lb.faros.dev
-            namespace: openshift-hosted-loadbalancer
-          spec:
-            version: v1beta1
-            group: lb.faros.dev
-            names:
-              kind: ClusterLoadBalancer
-              listKind: ClusterLoadBalancerList
-              plural: clusterloadbalancers
-              singular: clusterloadbalancer
-            scope: Namespaced
-            subresources:
-              status: {}
-            validation:
-              openAPIV3Schema:
-                type: object
-                x-kubernetes-preserve-unknown-fields: true
-            versions:
-            - name: v1beta1
-              served: true
-              storage: true
-
-    - name: ensure operator deployment exists
-      k8s:
-        state: present
-        definition:
-          apiVersion: apps/v1
-          kind: Deployment
-          metadata:
-            name: hosted-loadbalancer-operator
-            namespace: openshift-hosted-loadbalancer
-          spec:
-            replicas: 1
-            selector:
-              matchLabels:
-                name: hosted-loadbalancer-operator
-            template:
-              metadata:
-                labels:
-                  name: hosted-loadbalancer-operator
-              spec:
-                serviceAccountName: hosted-loadbalancer-operator
-                containers:
-                - name: hosted-loadbalancer-operator
-                  image: "quay.io/faros/hosted-loadbalancer-operator:latest"
-                  imagePullPolicy: Always
-                  volumeMounts:
-                  - mountPath: /tmp/ansible-operator/runner
-                    name: runner
-                  env:
-                  - name: WATCH_NAMESPACE
-                    valueFrom:
-                      fieldRef:
-                        fieldPath: metadata.namespace
-                  - name: POD_NAME
-                    valueFrom:
-                      fieldRef:
-                        fieldPath: metadata.name
-                  - name: OPERATOR_NAME
-                    value: "hosted-loadbalancer-operator"
-                  - name: ANSIBLE_GATHERING
-                    value: explicit
-                volumes:
-                - name: runner
-                  emptyDir: {}
-
-    - name: ensure clusterloadbalancer exists
-      k8s:
-        state: present
-        definition:
-          apiVersion: lb.faros.dev/v1beta1
-          kind: ClusterLoadBalancer
-          metadata:
-            name: example-clusterloadbalancer
-            namespace: openshift-hosted-loadbalancer
-          spec:
-            vip_addr: "{{ loadbalancer_vip }}"
-            router_id: '100'
-            vip_pass: "{{ lookup('password', '/data/keepalived.pass chars=ascii_letters length=8') }}"
-            node_selector:
-              node-role.kubernetes.io/master: ""
diff --git a/app/deploy.d/container-storage/container-storage.yml b/app/deploy.d/container-storage/container-storage.yml
index b6e95dc..acf2867 100644
--- a/app/deploy.d/container-storage/container-storage.yml
+++ b/app/deploy.d/container-storage/container-storage.yml
@@ -49,7 +49,7 @@
     - name: wait for operators to begin install
       pause:
         seconds: 15
-      when: oc_subscribe is cchanged
+      when: op_subscribe is changed
 
     - name: save clusterserviceversion object
       set_fact:
@@ -65,7 +65,7 @@
       register: op_lkp
       until: op_lkp is success
       retries: 60
-      delay: 15  ## NOT WORKING
+      delay: 15
 
     - name: ensure storagecluster exists
       k8s:
diff --git a/app/deploy.d/odh-demo/main.sh b/app/deploy.d/odh-demo/main.sh
new file mode 100755
index 0000000..67d2f98
--- /dev/null
+++ b/app/deploy.d/odh-demo/main.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+ME=$(dirname $0)
+
+ansible-playbook $ME/odh-demo.yml $@ || exit 1
diff --git a/app/deploy.d/odh-demo/odh-demo.yml b/app/deploy.d/odh-demo/odh-demo.yml
new file mode 100644
index 0000000..ea60ca3
--- /dev/null
+++ b/app/deploy.d/odh-demo/odh-demo.yml
@@ -0,0 +1,367 @@
+---
+- name: deploy odh demo
+  hosts: localhost
+  gather_facts: no
+  become: no
+
+  tasks:
+    - name: ensure the odh operator subscription exists
+      k8s:
+        state: present
+        definition:
+          apiVersion: operators.coreos.com/v1alpha1
+          kind: Subscription
+          metadata:
+            name: opendatahub-operator
+            namespace: openshift-operators
+          spec:
+            channel: "{{ lookup('ini', 'opendatahub section=operators file=/app/versions.ini') }}"
+            name: opendatahub-operator
+            source: community-operators
+            sourceNamespace: openshift-marketplace
+            installPlanApproval: "Automatic"
+      register: op_subscribe
+
+    - name: wait for operators to begin install
+      pause:
+        seconds: 15
+      when: op_subscribe is changed
+
+    - name: save clusterserviceversion object
+      set_fact:
+        k8s_obj:
+          apiVersion: operators.coreos.com/v1alpha1
+          kind: ClusterServiceVersion
+          name: opendatahub-operator*
+          namepace: openshift-operators
+
+    - name: wait for operator to become ready
+      assert:
+        that: "lookup('k8s', resource_definition=k8s_obj)[0].status.phase | default('error') == 'Succeeded'"
+      register: op_lkp
+      until: op_lkp is success
+      retries: 60
+      delay: 15
+
+    - name: create odh-demo namespace
+      k8s:
+        state: present
+        definition:
+          kind: Project
+          apiVersion: project.openshift.io/v1
+          metadata:
+            name: odh-demo
+            labels:
+              control-plane: kubeflow
+              katib-metricscollector-injection: enabled
+            annotations:
+              openshift.io/description: ''
+              openshift.io/display-name: ''
+          spec:
+            finalizers:
+              - kubernetes
+
+    - name: install odh tooling
+      k8s:
+        state: present
+        definition:
+         apiVersion: kfdef.apps.kubeflow.org/v1
+         kind: KfDef
+         metadata:
+           name: opendatahub
+           namespace: odh-demo
+         spec:
+           applications:
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: odh-common
+               name: odh-common
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: radanalyticsio/spark/cluster
+               name: radanalyticsio-cluster
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: radanalyticsio/spark/operator
+               name: radanalyticsio-spark-operator
+             - kustomizeConfig:
+                 parameters:
+                   - name: s3_endpoint_url
+                     value: s3.odh.com
+                 repoRef:
+                   name: manifests
+                   path: jupyterhub/jupyterhub
+               name: jupyterhub
+             - kustomizeConfig:
+                 overlays:
+                   - additional
+                 repoRef:
+                   name: manifests
+                   path: jupyterhub/notebook-images
+               name: notebook-images
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: prometheus/cluster
+               name: prometheus-cluster
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: prometheus/operator
+               name: prometheus-operator
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: grafana/cluster
+               name: grafana-cluster
+             - kustomizeConfig:
+                 repoRef:
+                   name: manifests
+                   path: grafana/grafana
+               name: grafana-instance
+           repos:
+             - name: kf-manifests
+               uri: >-
+                 https://github.com/opendatahub-io/manifests/tarball/v0.7-branch-openshift
+             - name: manifests
+               uri: 'https://github.com/opendatahub-io/odh-manifests/tarball/v0.6.1'
+           version: v0.6.1
+
+    - name: ensure notebook imagestream exists
+      k8s:
+        state: present
+        definition:
+          kind: ImageStream
+          apiVersion: image.openshift.io/v1
+          metadata:
+            name: ml-workflows-notebook
+            namespace: odh-demo
+            labels:
+              component.opendatahub.io/name: jupyterhub
+              opendatahub.io/component: 'true'
+              opendatahub.io/notebook-image: 'true'
+          spec:
+            lookupPolicy:
+              local: false
+            tags:
+              - name: latest
+                annotations: null
+                from:
+                  kind: DockerImage
+                  name: 'quay.io/willbenton/jh-ml-workflows-notebook:rhte-demo-2019'
+                  generation: 2
+                  importPolicy: {}
+                  referencePolicy:
+                    type: Source
+
+    - name: ensure kubeadmin config map exists
+      k8s:
+        state: present
+        definition:
+          kind: ConfigMap
+          apiVersion: v1
+          metadata:
+            name: jupyterhub-singleuser-profile-kube-3aadmin
+            namespace: odh-demo
+            labels:
+              app: jupyterhub
+          data:
+            profile: |
+              env:
+                JUPYTER_PRELOAD_REPOS: https://github.com/willb/openshift-ml-workflows-workshop
+              gpu: '0'
+              last_selected_image: ml-workflows-notebook:latest
+              last_selected_size: None
+
+    - name: ensure s2i builder imagestream exists
+      k8s:
+        state: present
+        definition:
+          kind: ImageStream
+          apiVersion: image.openshift.io/v1
+          metadata:
+            name: simple-model-s2i
+            namespace: odh-demo
+          spec:
+            lookupPolicy:
+              local: false
+            tags:
+              - name: cached-pipeline-s2i
+                annotations: null
+                from:
+                  kind: DockerImage
+                  name: 'quay.io/willbenton/simple-model-s2i:cached-pipeline-s2i'
+                generation: 2
+                importPolicy: {}
+                referencePolicy:
+                  type: Source
+
+    - name: ensure pipeline buildconfig exists
+      k8s:
+        state: present
+        definition:
+          kind: BuildConfig
+          apiVersion: build.openshift.io/v1
+          metadata:
+            name: pipeline
+            namespace: odh-demo
+            labels:
+              scrapeModelMetrics: 'yes'
+            annotations:
+              openshift.io/generated-by: OpenShiftNewBuild
+          spec:
+            nodeSelector: null
+            output:
+              to:
+                kind: ImageStreamTag
+                name: 'pipeline:latest'
+            resources:
+              limits:
+                cpu: 500m
+                memory: 3Gi
+              requests:
+                cpu: 50m
+                memory: 256Mi
+            successfulBuildsHistoryLimit: 5
+            failedBuildsHistoryLimit: 5
+            strategy:
+              type: Source
+              sourceStrategy:
+                from:
+                  kind: ImageStreamTag
+                  namespace: odh-demo
+                  name: 'simple-model-s2i:cached-pipeline-s2i'
+                env:
+                  - name: S2I_SOURCE_NOTEBOOK_LIST
+                    value: >-
+                        03-feature-engineering-tfidf.ipynb,04-model-logistic-regression.ipynb
+            postCommit: {}
+            source:
+              type: Git
+              git:
+                uri: 'https://github.com/willb/openshift-ml-workflows-workshop'
+                ref: develop
+              contextDir: source
+            triggers: []
+            runPolicy: Serial
+
+    - name: ensure pipeline imgestream exists
+      k8s:
+        state: present
+        definition:
+          kind: ImageStream
+          apiVersion: image.openshift.io/v1
+          metadata:
+            name: pipeline
+            namespace: odh-demo
+            labels:
+              scrapeModelMetrics: 'yes'
+          spec:
+            lookupPolicy:
+              local: false
+
+    - name: ensure pipeline deploymentconfig exists
+      k8s:
+        state: present
+        definition:
+          kind: DeploymentConfig
+          apiVersion: apps.openshift.io/v1
+          metadata:
+            name: pipeline
+            namespace: odh-demo
+            labels:
+              app: pipeline
+          spec:
+            strategy:
+              type: Rolling
+              rollingParams:
+                updatePeriodSeconds: 1
+                intervalSeconds: 1
+                timeoutSeconds: 600
+                maxUnavailable: 25%
+                maxSurge: 25%
+              resources: {}
+              activeDeadlineSeconds: 21600
+            triggers:
+              - type: ConfigChange
+              - type: ImageChange
+                imageChangeParams:
+                  automatic: true
+                  containerNames:
+                    - pipeline
+                  from:
+                    kind: ImageStreamTag
+                    namespace: odh-demo
+                    name: 'pipeline:latest'
+            replicas: 1
+            revisionHistoryLimit: 10
+            test: false
+            selector:
+              app: pipeline
+              deploymentconfig: pipeline
+            template:
+              metadata:
+                creationTimestamp: null
+                labels:
+                  app: pipeline
+                  deploymentconfig: pipeline
+              spec:
+                containers:
+                  - name: pipeline
+                    image: >-
+                      image-registry.openshift-image-registry.svc:5000/odh-demo/pipeline:latest
+                    ports:
+                      - containerPort: 8080
+                        protocol: TCP
+                    resources: {}
+                    terminationMessagePath: /dev/termination-log
+                    terminationMessagePolicy: File
+                    imagePullPolicy: Always
+                restartPolicy: Always
+                terminationGracePeriodSeconds: 30
+                dnsPolicy: ClusterFirst
+                securityContext: {}
+                schedulerName: default-scheduler
+
+    - name: ensure pipeline service exists
+      k8s:
+        state: present
+        definition:
+          apiVersion: v1
+          kind: Service
+          metadata:
+            name: pipeline
+            namespace: odh-demo
+            labels:
+              mlmodel: yes
+          spec:
+            selector:
+              app: pipeline
+            ports:
+              - protocol: TCP
+                port: 8080
+                targetPort: 8080
+
+    - name: ensure odhmodelmonitor exists
+      k8s:
+        state: present
+        definition:
+          apiVersion: monitoring.coreos.com/v1
+          kind: ServiceMonitor
+          metadata:
+            name: odhmodelmonitor
+            namespace: odh-demo
+            labels:
+              component.opendatahub.io/name: prometheus
+              opendatahub.io/component: 'true'
+              team: opendatahub
+          spec:
+            endpoints:
+              - targetPort: 8080
+            selector:
+              matchLabels:
+                mlmodel: yes
+
diff --git a/app/versions.ini b/app/versions.ini
index 4fcf1b4..a74257e 100644
--- a/app/versions.ini
+++ b/app/versions.ini
@@ -5,3 +5,4 @@ installer=stable-4.4
 [operators]
 local_storage=4.4
 container_storage=stable-4.3
+opendatahub=beta
diff --git a/version.txt b/version.txt
index fa3de58..1750564 100644
--- a/version.txt
+++ b/version.txt
@@ -1 +1 @@
-0.0.5
\ No newline at end of file
+0.0.6