diff --git a/k8s/kyverno-namespace-setup.yaml b/k8s/kyverno-namespace-setup.yaml
new file mode 100644
index 00000000..45e41383
--- /dev/null
+++ b/k8s/kyverno-namespace-setup.yaml
@@ -0,0 +1,63 @@
+apiVersion: kyverno.io/v1
+kind: ClusterPolicy
+metadata:
+  name: setup-namespace
+spec:
+  rules:
+  - name: setup-limitrange
+    match:
+      resources: 
+        kinds:
+        - Namespace
+    generate: 
+      kind: LimitRange
+      name: default-limitrange
+      namespace: "{{request.object.metadata.name}}" 
+      data:
+        spec:
+          limits:
+          - type: Container
+            min:
+              cpu: 0.1
+              memory: 0.1
+            max:
+              cpu: 2
+              memory: 2Gi
+            default:
+              cpu: 0.25
+              memory: 500Mi
+            defaultRequest:
+              cpu: 0.25
+              memory: 250Mi
+  - name: setup-resourcequota
+    match:
+      resources: 
+        kinds:
+        - Namespace
+    generate: 
+      kind: ResourceQuota
+      name: default-resourcequota
+      namespace: "{{request.object.metadata.name}}" 
+      data:
+        spec:
+          hard:
+            requests.cpu: "10"
+            requests.memory: 10Gi
+            limits.cpu: "20"
+            limits.memory: 20Gi
+  - name: setup-networkpolicy
+    match:
+      resources: 
+        kinds:
+        - Namespace
+    generate: 
+      kind: NetworkPolicy
+      name: default-networkpolicy
+      namespace: "{{request.object.metadata.name}}" 
+      data:
+        spec:
+          podSelector: {}
+          ingress:
+          - from:
+            - podSelector: {}
+
diff --git a/k8s/kyverno-pod-color-1.yaml b/k8s/kyverno-pod-color-1.yaml
new file mode 100644
index 00000000..6752f042
--- /dev/null
+++ b/k8s/kyverno-pod-color-1.yaml
@@ -0,0 +1,22 @@
+apiVersion: kyverno.io/v1
+kind: ClusterPolicy
+metadata:
+  name: pod-color-policy-1
+spec:
+  validationFailureAction: enforce
+  rules:
+  - name: ensure-pod-color-is-valid
+    match:
+      resources:
+        kinds:
+        - Pod
+        selector:
+          matchExpressions:
+          - key: color
+            operator: Exists
+          - key: color
+            operator: NotIn
+            values: [ red, green, blue ]
+    validate:
+      message: "If it exists, the label color must be red, green, or blue."
+      deny: {}
diff --git a/k8s/kyverno-pod-color-2.yaml b/k8s/kyverno-pod-color-2.yaml
new file mode 100644
index 00000000..6262c276
--- /dev/null
+++ b/k8s/kyverno-pod-color-2.yaml
@@ -0,0 +1,21 @@
+apiVersion: kyverno.io/v1
+kind: ClusterPolicy
+metadata:
+  name: pod-color-policy-2
+spec:
+  validationFailureAction: enforce
+  background: false
+  rules:
+  - name: prevent-color-change
+    match:
+      resources:
+        kinds:
+        - Pod
+    validate:
+      message: "Once label color has been added, it cannot be changed."
+      deny:
+        conditions:
+        - key: "{{ request.oldObject.metadata.labels.color }}"
+          operator: NotEqual
+          value: "{{ request.object.metadata.labels.color }}"
+
diff --git a/k8s/kyverno-pod-color-3.yaml b/k8s/kyverno-pod-color-3.yaml
new file mode 100644
index 00000000..1a15e8be
--- /dev/null
+++ b/k8s/kyverno-pod-color-3.yaml
@@ -0,0 +1,25 @@
+apiVersion: kyverno.io/v1
+kind: ClusterPolicy
+metadata:
+  name: pod-color-policy-3
+spec:
+  validationFailureAction: enforce
+  background: false
+  rules:
+  - name: prevent-color-removal
+    match:
+      resources:
+        kinds:
+        - Pod
+        selector:
+          matchExpressions:
+          - key: color
+            operator: DoesNotExist
+    validate:
+      message: "Once label color has been added, it cannot be removed."
+      deny:
+        conditions:
+        - key: "{{ request.oldObject.metadata.labels.color }}"
+          operator: NotIn
+          value: []
+
diff --git a/slides/k8s/kyverno.md b/slides/k8s/kyverno.md
new file mode 100644
index 00000000..d50e2082
--- /dev/null
+++ b/slides/k8s/kyverno.md
@@ -0,0 +1,599 @@
+# Policy Management with Kyverno
+
+- The Kubernetes permission management system is very flexible ...
+
+- ... But it can't express *everything!*
+
+- Examples:
+
+  - forbid using `:latest` image tag
+
+  - enforce that each Deployment, Service, etc. has an `owner` label
+    <br/>(except in e.g. `kube-system`)
+
+  - enforce that each container has at least a `readinessProbe` healthcheck
+
+- How can we address that, and express these more complex *policies?*
+
+---
+
+## Admission control
+
+- The Kubernetes API server provides a generic mechanism called *admission control*
+
+- Admission controllers will examine each write request, and can:
+
+  - approve/deny it (for *validating* admission controllers)
+
+  - additionally *update* the object (for *mutating* admission controllers)
+
+- These admission controllers can be:
+
+  - plug-ins built into the Kubernetes API server
+    <br/>(selectively enabled/disabled by e.g. command-line flags)
+
+  - webhooks registered dynamically with the Kubernetes API server
+
+---
+
+## What's Kyverno?
+
+- Policy management solution for Kubernetes
+
+- Open source (https://github.com/kyverno/kyverno/)
+
+- Compatible with all clusters
+
+  (doesn't require to reconfigure the control plane, enable feature gates...)
+
+- We don't endorse / support it in a particular way, but we think it's cool
+
+- It's not the only solution!
+
+  (see e.g. [Open Policy Agent](https://www.openpolicyagent.org/docs/v0.12.2/kubernetes-admission-control/))
+
+---
+
+## What can Kyverno do?
+
+- *Validate* resource manifests
+
+  (accept/deny depending on whether they conform to our policies)
+
+- *Mutate* resources when they get created or updated
+
+  (to add/remove/change fields on the fly)
+
+- *Generate* additional resources when a resource gets created
+
+  (e.g. when namespace is created, automatically add quotas and limits)
+
+- *Audit* existing resources
+
+  (warn about resources that violate certain policies)
+
+---
+
+## How does it do it?
+
+- Kyverno is implemented as a *controller* or *operator*
+
+- It typically runs as a Deployment on our cluster
+
+- Policies are defined as *custom resource definitions*
+
+- They are implemented with a set of *dynamic admission control webhooks*
+
+--
+
+🤔
+
+--
+
+- Let's unpack that!
+
+---
+
+## Custom resource definitions
+
+- When we install Kyverno, it will register new resource types:
+
+  - Policy and ClusterPolicy (per-namespace and cluster-scope policies)
+
+  - PolicyViolation and ClusterPolicyViolation (used in audit mode)
+
+  - GenerateRequest (used internally when generating resources asynchronously)
+
+- We will be able to do e.g. `kubectl get policyviolations --all-namespaces`
+
+  (to see policy violations across all namespaces)
+
+- Policies will be defined in YAML and registered/updated with e.g. `kubectl apply`
+
+---
+
+## Dynamic admission control webhooks
+
+- When we install Kyverno, it will register a few webhooks for its use
+
+  (by creating ValidatingWebhookConfiguration and MutatingWebhookConfiguration resources)
+
+- All subsequent resource modifications are submitted to these webhooks
+
+  (creations, updates, deletions)
+
+---
+
+## Controller
+
+- When we install Kyverno, it creates a Deployment (and therefore, a Pod)
+
+- That Pod runs the server used by the webhooks
+
+- It also runs a controller that will:
+
+  - run optional checks in the background (and generate PolicyViolation objects)
+
+  - process GenerateRequest objects asynchronously
+
+---
+
+## Kyverno in action
+
+- We're going to install Kyverno on our cluster
+
+- Then, we will use it to implement a few policies
+
+---
+
+## Installing Kyverno
+
+- Kyverno can be installed with a (big) YAML manifest
+
+- ... or with Helm charts (which allows to customize a few things)
+
+.exercise[
+
+- Install Kyverno:
+  ```bash
+  kubectl apply -f https://raw.githubusercontent.com/kyverno/kyverno\
+  /master/definitions/release/install.yaml
+  ```
+
+]
+
+---
+
+## Kyverno policies in a nutshell
+
+- Which resources does it *select?*
+
+  - can specify resources to *match* and/or *exclude*
+
+  - can specify *kinds* and/or *selector* and/or users/roles doing the action
+
+- Which operation should be done?
+
+  - validate, mutate, or generate
+
+- For validation, whether it should *enforce* or *audit* failures
+
+- Operation details (what exactly to validate, mutate, or generate)
+
+---
+
+## Immutable primary colors, take 1
+
+- Our pods can have an optional `color` label
+
+- If the label exists, it *must* be `red`, `green`, or `blue`
+
+- One possible approach:
+
+  - *match* all pods that have a `color` label that is not `red`, `green`, or `blue`
+
+  - *deny* these pods
+
+- We could also *match* all pods, then *deny* with a condition
+
+---
+
+## Testing without the policy
+
+- First, let's create a pod with an "invalid" label
+
+  (while we still can!)
+
+- We will use this later
+
+.exercise[
+
+- Create a pod:
+  ```bash
+  kubectl run test-color-0 --image=nginx
+  ```
+
+- Apply a color label:
+  ```bash
+  kubectl label test-color-0 color=purple
+  ```
+
+]
+
+---
+
+## Our first Kyverno policy
+
+.small[
+```yaml
+@@INCLUDE[k8s/kyverno-pod-color-1.yaml]
+```
+]
+
+---
+
+## Load and try the policy
+
+.exercise[
+
+- Load the policy:
+  ```bash
+  kubectl apply -f ~/container.training/k8s/kyverno-pod-color-1.yaml
+  ```
+
+- Create a pod:
+  ```bash
+  kubectl run test-color-1 --image=nginx
+  ```
+
+- Try to apply a few color labels:
+  ```bash
+  kubectl label test-color-1 color=purple
+  kubectl label test-color-1 color=red
+  kubectl label test-color-1 color-
+  ```
+
+]
+
+---
+
+## Immutable primary colors, take 2
+
+- New rule: once a `color` label has been added, it cannot be changed
+
+  (i.e. if `color=red`, we can't change it to `color=blue`)
+
+- Our approach:
+
+  - *match* all pods
+
+  - *deny* these pods if their `color` label has changed
+
+- "Old" and "new" versions of the pod can be referenced through
+
+  `{{ request.oldObject }}` and `{{ request.object }}`
+
+- Our label is available through `{{ request.object.metadata.labels.color }}`
+
+- Again, other approaches are possible!
+
+---
+
+## Our second Kyverno policy
+
+.small[
+```yaml
+@@INCLUDE[k8s/kyverno-pod-color-2.yaml]
+```
+]
+
+---
+
+## Load and try the policy
+
+.exercise[
+
+- Load the policy:
+  ```bash
+  kubectl apply -f ~/container.training/k8s/kyverno-pod-color-2.yaml
+  ```
+
+- Create a pod:
+  ```bash
+  kubectl run test-color-2 --image=nginx
+  ```
+
+- Try to apply a few color labels:
+  ```bash
+  kubectl label test-color-2 color=purple
+  kubectl label test-color-2 color=red
+  kubectl label test-color-2 color=blue --overwrite
+  ```
+
+]
+
+---
+
+## `background`
+
+- What is this `background: false` option, and why do we need it?
+
+--
+
+- Admission controllers are only invoked when we change an object
+
+- Existing objects are not affected
+
+  (e.g. if we have a pod with `color=pink` *before* installing our policy)
+
+- Kyvero can also run checks in the background, and report violations
+
+  (we'll see later how they are reported)
+
+- `background: false` disables that
+
+--
+
+- Alright, but ... *why* do we need it?
+
+---
+
+## Accessing `AdmissionRequest` context
+
+- In this specific policy, we want to prevent an *update*
+
+  (as opposed to a mere *create* operation)
+
+- We want to compare the *old* and *new* version
+
+  (to check if a specific label was removed)
+
+- The `AdmissionRequest` object has `object` and `oldObject` fields
+
+  (the `AdmissionRequest` object is the thing that gets submitted to the webhook)
+
+- Kyverno lets us access the `AdmissionRequest` object
+
+  (and in particular, `{{ request.object }}` and `{{ request.oldObject }}`)
+
+--
+
+- Alright, but ... what's the link with `background: false`?
+
+---
+
+## `{{ request }}`
+
+- The `{{ request }}` context is only available when there is an `AdmissionRequest`
+
+- When a resource is "at rest", there is no `{{ request }}` (and no old/new)
+
+- Therefore, a policy that uses `{{ request }}` cannot validate existing objects
+
+  (it can only be used when an object is actually created/updated/deleted)
+
+---
+
+## Immutable primary colors, take 3
+
+- New rule: once a `color` label has been added, it cannot be removed
+
+- Our approach:
+
+  - *match* all pods that *do not* have a `color` label
+
+  - *deny* these pods if they had a `color` label before
+
+  - "before" can be referenced through `{{ request.oldObject }}`
+
+- Again, other approaches are possible!
+
+---
+
+## Our third Kyverno policy
+
+.small[
+```yaml
+@@INCLUDE[k8s/kyverno-pod-color-3.yaml]
+```
+]
+
+---
+
+## Load and try the policy
+
+.exercise[
+
+- Load the policy:
+  ```bash
+  kubectl apply -f ~/container.training/k8s/kyverno-pod-color-3.yaml
+  ```
+
+- Create a pod:
+  ```bash
+  kubectl run test-color-3 --image=nginx
+  ```
+
+- Try to apply a few color labels:
+  ```bash
+  kubectl label test-color-3 color=purple
+  kubectl label test-color-3 color=red
+  kubectl label test-color-3 color-
+  ```
+
+]
+
+---
+
+## Background checks
+
+- What about the `test-color-0` pod that we create initially?
+
+  (remember: we did set `color=purple`)
+
+- Kyverno generated a ClusterPolicyViolation to indicate it
+
+.exercise[
+
+- Check that the pod still an "invalid" color:
+  ```bash
+  kubectl get pods -L color
+  ```
+
+- List ClusterPolicyViolations:
+  ```bash
+  kubectl get clusterpolicyviolations
+  kubectl get cpolv
+  ```
+
+]
+
+---
+
+## Generating objects
+
+- When we create a Namespace, we also want to automatically create:
+
+  - a LimitRange (to set default CPU and RAM requests and limits)
+
+  - a ResourceQuota (to limit the resources used by the namespace)
+
+  - a NetworkPolicy (to isolate the namespace)
+
+- We can do that with a Kyverno policy with a *generate* action
+
+  (it is mutually exclusive with the *validate* action)
+
+---
+
+## Overview
+
+- The *generate* action must specify:
+
+  - the `kind` of resource to generate
+
+  - the `name` of the resource to generate
+
+  - its `namespace`, when applicable
+
+  - *either* a `data` structure, to be used to populate the resource
+
+  - *or* a `clone` reference, to copy an existing resource
+
+Note: the `apiVersion` field appears to be optional.
+
+---
+
+## In practice
+
+- We will use the policy @@LINK[k8s/kyverno-namespace-setup.yaml]
+
+- We need to generate 3 resources, so we have 3 rules in the policy
+
+- Excerpt:
+  ```yaml
+      generate: 
+      kind: LimitRange
+      name: default-limitrange
+      namespace: "{{request.object.metadata.name}}" 
+      data:
+        spec:
+          limits:
+  ```
+
+- Note that we have to specify the `namespace`
+
+  (and we infer it from the name of the resource being created, i.e. the Namespace)
+
+---
+
+## Lifecycle
+
+- After generated objects have been created, we can change them
+
+  (Kyverno won't update them)
+
+- Except if we use `clone` together with the `synchronize` flag
+
+  (in that case, Kyverno will watch the cloned resource)
+
+- This is convenient for e.g. ConfigMaps shared between Namespaces
+
+- Objects are generated only at *creation* (not when updating an old object)
+
+---
+
+## Asynchronous creation
+
+- Kyverno creates resources asynchronously
+
+  (by creating a GenerateRequest resource first)
+
+- This is useful when the resource cannot be created
+
+  (because of permissions or dependency issues)
+
+- Kyverno will periodically loop through the pending GenerateRequests
+
+- Once the ressource is created, the GenerateRequest is marked as Completed
+
+---
+
+## Footprint
+
+- 5 CRDs: 4 user-facing, 1 internal (GenerateRequest)
+
+- 5 webhooks
+
+- 1 Service, 1 Deployment, 1 ConfigMap
+
+- Internal resources (GenerateRequest) "parked" in a Namespace
+
+- Kyverno packs a lot of features in a small footprint
+
+---
+
+## Strengths
+
+- Kyverno is very easy to install
+
+  (it's harder to get easier than one `kubectl apply -f`)
+
+- The setup of the webhooks is fully automated
+
+  (including certificate generation)
+
+- It offers both namespaced and cluster-scope policies
+
+  (same thing for the policy violations)
+
+- The policy language leverages existing constructs
+
+  (e.g. `matchExpressions`)
+
+---
+
+## Caveats
+
+- By default, the webhook failure policy is `Ignore`
+
+  (meaning that there is a potential to evade policies if we can DOS the webhook)
+
+- Advanced policies (with conditionals) have unique, exotic syntax:
+  ```yaml
+      spec:
+	    =(volumes):
+	      =(hostPath):
+	        path: "!/var/run/docker.sock"
+  ```
+
+- The `{{ request }}` context is powerful, but difficult to validate
+
+  (Kyverno can't know ahead of time how it will be populated)
+
+- Policy validation is difficult
+
+???
+
+:EN:- Policy Management with Kyverno
+:FR:- Gestion de *policies* avec Kyverno
diff --git a/slides/kube-selfpaced.yml b/slides/kube-selfpaced.yml
index 0797b991..45a42b20 100644
--- a/slides/kube-selfpaced.yml
+++ b/slides/kube-selfpaced.yml
@@ -114,6 +114,7 @@ content:
   - k8s/admission.md
   - k8s/operators.md
   - k8s/operators-design.md
+  - k8s/kyverno.md
   - k8s/owners-and-dependents.md
 -
   - k8s/dmuc.md
diff --git a/slides/markmaker.py b/slides/markmaker.py
index d18890d0..5173cd93 100755
--- a/slides/markmaker.py
+++ b/slides/markmaker.py
@@ -139,6 +139,20 @@ def generatefromyaml(manifest, filename):
     html = html.replace("@@HTML@@", manifest["html"])
     html = html.replace("@@TITLE@@", manifest["title"].replace("\n", " "))
     html = html.replace("@@SLIDENUMBERPREFIX@@", manifest.get("slidenumberprefix", ""))
+
+    # Process @@LINK[file] and @@INCLUDE[file] directives
+    local_anchor_path = ".."
+    # FIXME use dynamic repo and branch?
+    online_anchor_path = "https://github.com/jpetazzo/container.training/tree/master"
+    for atatlink in re.findall(r"@@LINK\[[^]]*\]", html):
+        logging.debug("Processing {}".format(atatlink))
+        file_name = atatlink[len("@@LINK["):-1]
+        html = html.replace(atatlink, "[{}]({}/{})".format(file_name, online_anchor_path, file_name ))
+    for atatinclude in re.findall(r"@@INCLUDE\[[^]]*\]", html):
+        logging.debug("Processing {}".format(atatinclude))
+        file_name = atatinclude[len("@@INCLUDE["):-1]
+        file_path = os.path.join(local_anchor_path, file_name)
+        html = html.replace(atatinclude, open(file_path).read())
     return html