diff --git a/slides/exercises/yaml-bluegreen-details.md b/slides/exercises/yaml-bluegreen-details.md
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+# Exercise — Writing blue/green YAML
+
+- We want to author YAML manifests for the "color" app
+
+  (use image `jpetazzo/color` or `ghcr.io/jpetazzo/color`)
+
+- That app serves web requests on port 80
+
+- We want to deploy two instances of that app (`blue` and `green`)
+
+- We want to expose the app with a service named `front`, such that:
+
+  90% of the requests are sent to `blue`, and 10% to `green`
+
+---
+
+## End goal
+
+- We want to be able to do something like:
+  ```bash
+  kubectl apply -f blue-green-demo.yaml
+  ```
+
+- Then connect to the `front` service and see responses from `blue` and `green`
+
+- Then measure e.g. on 100 requests how many go to `blue` and `green`
+
+  (we want a 90/10 traffic split)
+
+- Go ahead, or check the next slides for hints!
+
+---
+
+## Step 1
+
+- Test the app in isolation:
+
+  - create a Deployment called `blue`
+
+  - expose it with a Service
+
+  - connect to the service and see a "blue" reply
+
+- If you use a `ClusterIP` service:
+
+  - if you're logged directly on the clusters you can connect directly
+
+  - otherwise you can use `kubectl port-forward`
+
+- Otherwise, you can use a `NodePort` or `LoadBalancer` service
+
+---
+
+## Step 2
+
+- Add the `green` Deployment
+
+- Create the `front` service
+
+- Edit the `front` service to replace its selector with a custom one
+
+- Edit `blue` and `green` to add the label(s) of your custom selector
+
+- Check that traffic hits both green and blue
+
+- Think about how to obtain the 90/10 traffic split
+
+---
+
+## Step 3
+
+- Generate, write, extract, ... YAML manifests for all components
+
+  (`blue` and `green` Deployments, `front` Service)
+
+- Check that applying the manifests (e.g. in a brand new namespace) works
+
+- Bonus points: add a one-shot pod to check the traffic split!
+
+---
+
+## Discussion
+
+- Would this be a viable option to obtain, say, a 95% / 5% traffic split?
+
+- What about 99% / 1 %?
diff --git a/slides/exercises/yaml-brief.md b/slides/exercises/yaml-dockercoins-brief.md
similarity index 100%
rename from slides/exercises/yaml-brief.md
rename to slides/exercises/yaml-dockercoins-brief.md
diff --git a/slides/exercises/yaml-details.md b/slides/exercises/yaml-dockercoins-details.md
similarity index 100%
rename from slides/exercises/yaml-details.md
rename to slides/exercises/yaml-dockercoins-details.md
diff --git a/slides/k8s/kuik.md b/slides/k8s/kuik.md
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+# Kube Image Keeper
+
+- Open source solution to improve registry availability
+
+- Not-too-simple, not-too-complex operator
+
+  (nothing "magic" in the way it works)
+
+- Leverages various Kubernetes features
+
+  (CRD, mutation webhooks...)
+
+- Written in Go, with the kubebuilder framework
+
+---
+
+## Registry problems that can happen
+
+- Registry is unavailable or slow
+
+  (e.g. [registry.k8s.io outage in April 2023][registry-k8s-outage])
+
+- Image was deleted from registry
+
+  (accidentally, or by retention policy)
+
+- Registry has pull quotas
+
+  (hello Docker Hub!)
+
+[registry-k8s-outage]: https://github.com/kubernetes/registry.k8s.io/issues/234#issuecomment-1524456564
+
+---
+
+## Registries are hard to monitor
+
+- Most Kubernetes clusters use images from many registries
+
+  (should we continuously monitor all of them?)
+
+- Registry can be up, but image can be missing
+
+  (should we monitor every image individually?)
+
+- Some registries have quotas
+
+  (can we even monitor them without triggering these quotas?)
+
+---
+
+## Can't we mirror registries?
+
+- Not as straightforward as, say, mirroring package repositories
+
+- Requires container engine configuration or rewriting image references
+
+---
+
+## How it works
+
+- A mutating webhook rewrites image references:
+
+  `ghcr.io/foo/bar:lol` → `localhost:7439/ghcr.io/foo/bar:lol`
+
+- `localhost:7439` is served by the kuik-proxy DaemonSet
+
+- It serves images either from a cache, or directly from origin
+
+- The cache is a regular registry running on the cluster
+
+  (it can be stateless, stateful, backed by PVC, object store...)
+
+- Images are put in cache by the kuik-controller
+
+- Images are tracked by a CachedImage Custom Resource
+
+---
+
+## Some diagrams
+
+See diagrams in [this presentation][kuik-slides].
+
+(The full video of the presentation is available [here][kuik-video].)
+
+[kuik-slides]: https://docs.google.com/presentation/d/19eEogm2HFRNTSqr_1ItLf2wZZP34TUl_RHFhwj3RZEY/edit#slide=id.g27e8d88ad7c_0_142
+
+[kuik-video]: https://www.youtube.com/watch?v=W1wcIdn0DHY
+
+---
+
+## Operator (SRE) analysis
+
+*After using kuik in production for a few years...*
+
+- Prevented many outages or quasi-outages
+
+  (e.g. hitting quotas while scaling up or replacing nodes)
+
+- Running in stateless mode is possible but *not recommended*
+
+  (it's mostly for testing and quick deployments!)
+
+- When managing many clusters, it would be nice to share the cache
+
+  (not just to save space, but get better performance for common images)
+
+- Kuik architecture makes it suitable to virtually *any* cluster
+
+  (not tied to a particular distribution, container engine...)
+
+---
+
+## Operator (CRD) analysis
+
+- Nothing "magic"
+
+- The mutating webhook might even be replaced with Kyverno, CEL... in the long run
+
+- The CachedImage CR exposes internal data (reference count, age, etc)
+
+- Leverages kubebuilder (not reinventing too many wheels, hopefully!)
+
+- Leverages existing building blocks (like the image registry)
+
+- Some minor inefficiencies (e.g. double pull when image is not in cache)
+
+- Breaks semantics for `imagePullPolicy: Always` (but [this is tunable][kuik-ippa])
+
+[kuik-ippa]: https://github.com/enix/kube-image-keeper/issues/156#issuecomment-2312966436
+
+???
+
+:EN:- Image retention with Kube Image Keeper
+:FR:- Mise en cache des images avec KUIK
diff --git a/slides/kube-selfpaced.yml b/slides/kube-selfpaced.yml
index c5784536..aa150093 100644
--- a/slides/kube-selfpaced.yml
+++ b/slides/kube-selfpaced.yml
@@ -149,6 +149,7 @@ content:
   - k8s/operators-design.md
   - k8s/operators-example.md
   - k8s/kubebuilder.md
+  - k8s/kuik.md
   - k8s/sealed-secrets.md
   - k8s/kyverno.md
   - k8s/eck.md