diff --git a/slides/containers/Buildkit.md b/slides/containers/Buildkit.md
new file mode 100644
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+# Buildkit
+
+- "New" backend for Docker builds
+
+  - announced in 2017
+
+  - ships with Docker Engine 18.09
+
+  - enabled by default on Docker Desktop in 2021
+
+- Huge improvements in build efficiency
+
+- 100% compatible with existing Dockerfiles
+
+- New features for multi-arch
+
+- Not just for building container images
+
+---
+
+## Old vs New
+
+- Classic `docker build`:
+
+  - copy whole build context
+  - linear execution
+  - `docker run` + `docker commit` + `docker run` + `docker commit`...
+
+- Buildkit:
+
+  - copy files only when they are needed; cache them
+  - compute dependency graph (dependencies are expressed by `COPY`)
+  - parallel execution
+  - doesn't rely on Docker, but on internal runner/snapshotter
+  - can run in "normal" containers (including in Kubernetes pods)
+
+---
+
+## Parallel execution
+
+- In multi-stage builds, all stages can be built in parallel
+
+  (example: https://github.com/jpetazzo/shpod; [before] and [after])
+
+- Stages are built only when they are necessary
+
+  (i.e. if their output is tagged or used in another necessary stage)
+
+- Files are copied from context only when needed
+
+- Files are cached in the builder
+
+[before]: https://github.com/jpetazzo/shpod/blob/c6efedad6d6c3dc3120dbc0ae0a6915f85862474/Dockerfile
+[after]: https://github.com/jpetazzo/shpod/blob/d20887bbd56b5fcae2d5d9b0ce06cae8887caabf/Dockerfile
+
+---
+
+## Turning it on and off
+
+- On recent version of Docker Desktop (since 2021):
+
+  *enabled by default*
+
+- On older versions, or on Docker CE (Linux):
+
+  `export DOCKER_BUILDKIT=1`
+
+- Turning it off:
+
+  `export DOCKER_BUILDKIT=0`
+
+---
+
+## Multi-arch support
+
+- Historically, Docker only ran on x86_64 / amd64
+
+  (Intel/AMD 64 bits architecture)
+
+- Folks have been running it on 32-bit ARM for ages
+
+  (e.g. Raspberry Pi)
+
+- This required a Go compiler and appropriate base images
+
+  (which means changing/adapting Dockerfiles to use these base images)
+
+- Docker [image manifest v2 schema 2][manifest] introduces multi-arch images
+
+  (`FROM alpine` automatically gets the right image for your architecture)
+
+[manifest]: https://docs.docker.com/registry/spec/manifest-v2-2/
+
+---
+
+## Why?
+
+- Raspberry Pi (32-bit and 64-bit ARM)
+
+- Other ARM-based embedded systems (ODROID, NVIDIA Jetson...)
+
+- Apple M1
+
+- AWS Graviton
+
+- Ampere Altra (e.g. on Oracle Cloud)
+
+- ...
+
+---
+
+## Multi-arch builds in a nutshell
+
+Use the `docker buildx build` command:
+
+```bash
+docker buildx build … \
+       --platform linux/amd64,linux/arm64,linux/arm/v7,linux/386 \
+       [--tag jpetazzo/hello --push]
+```
+
+- Requires all base images to be available for these platforms
+
+- Must not use binary downloads with hard-coded architectures!
+
+  (streamlining a Dockerfile for multi-arch: [before], [after])
+
+[before]: https://github.com/jpetazzo/shpod/blob/d20887bbd56b5fcae2d5d9b0ce06cae8887caabf/Dockerfile
+[after]: https://github.com/jpetazzo/shpod/blob/c50789e662417b34fea6f5e1d893721d66d265b7/Dockerfile
+
+---
+
+## Native vs emulated vs cross
+
+- Native builds:
+
+  *aarch64 machine running aarch64 programs building aarch64 images/binaries*
+
+- Emulated builds:
+
+  *x86_64 machine running aarch64 programs building aarch64 images/binaries*
+
+- Cross builds:
+
+  *x86_64 machine running x86_64 programs building aarch64 images/binaries*
+
+---
+
+## Native
+
+- Dockerfiles are (relatively) simple to write
+
+  (nothing special to do to handle multi-arch; just avoid hard-coded archs)
+
+- Best performance
+
+- Requires "exotic" machines
+
+- Requires setting up a build farm
+
+---
+
+## Emulated
+
+- Dockerfiles are (relatively) simple to write
+
+- Emulation performance can vary
+
+  (from "OK" to "ouch this is slow")
+
+- Emulation isn't always perfect
+
+  (weird bugs/crashes are rare but can happen)
+
+- Doesn't require special machines
+
+- Supports arbitrary architectures thanks to QEMU
+
+---
+
+## Cross
+
+- Dockerfiles are more complicated to write
+
+- Requires cross-compilation toolchains
+
+- Performance is good
+
+- Doesn't require special machines
+
+---
+
+## Native builds
+
+- Requires base images to be available
+
+- To view available architectures for an image:
+  ```bash
+  regctl manifest get --list <imagename>
+  docker manifest inspect <imagename>
+  ```
+
+- Nothing special to do, *except* when downloading binaries!
+
+  ```
+  https://releases.hashicorp.com/terraform/1.1.5/terraform_1.1.5_linux_`amd64`.zip
+  ```
+
+---
+
+## Finding the right architecture
+
+`uname -m` → armv7l, aarch64, i686, x86_64
+
+`GOARCH` (from `go env`) → arm, arm64, 386, amd64
+
+In Dockerfile, add `ARG TARGETARCH` (or `ARG TARGETPLATFORM`)
+
+- `TARGETARCH` matches `GOARCH`
+
+- `TARGETPLAFORM` → linux/arm/v7, linux/arm64, linux/386, linux/amd64
+
+---
+
+class: extra-details
+
+## Welp
+
+Sometimes, binary releases be like:
+
+```
+Linux_arm64.tar.gz
+Linux_ppc64le.tar.gz
+Linux_s390x.tar.gz
+Linux_x86_64.tar.gz 
+```
+
+This needs a bit of custom mapping.
+
+---
+
+## Emulation
+
+- Leverages `binfmt_misc` and QEMU on Linux
+
+- Enabling:
+  ```bash
+  docker run --rm --privileged aptman/qus -s -- -p
+  ```
+
+- Disabling:
+  ```bash
+  docker run --rm --privileged aptman/qus -- -r
+  ```
+
+- Checking status:
+  ```bash
+  ls -l /proc/sys/fs/binfmt_misc
+  ```
+
+---
+
+class: extra-details
+
+## How it works
+
+- `binfmt_misc` lets us register _interpreters_ for binaries, e.g.:
+
+  - [DOSBox][dosbox] for DOS programs
+
+  - [Wine][wine] for Windows programs
+
+  - [QEMU][qemu] for Linux programs for other architectures
+
+- When we try to execute e.g. a SPARC binary on our x86_64 machine:
+
+  - `binfmt_misc` detects the binary format and invokes `qemu-<arch> the-binary ...`
+
+  - QEMU translates SPARC instructions to x86_64 instructions
+
+  - system calls go straight to the kernel
+
+[dosbox]: https://www.dosbox.com/
+[QEMU]: https://www.qemu.org/
+[wine]: https://www.winehq.org/
+
+---
+
+class: extra-details
+
+## QEMU registration
+
+- The `aptman/qus` image mentioned earlier contains static QEMU builds
+
+- It registers all these interpreters with the kernel
+
+- For more details, check:
+
+  - https://github.com/dbhi/qus
+
+  - https://dbhi.github.io/qus/
+
+---
+
+## Cross-compilation
+
+- Cross-compilation is about 10x faster than emulation
+
+  (non-scientific benchmarks!)
+
+- In Dockerfile, add:
+
+  `ARG BUILDARCH BUILDPLATFORM TARGETARCH TARGETPLATFORM`
+
+- Can use `FROM --platform=$BUILDPLATFORM <image>`
+
+- Then use `$TARGETARCH` or `$TARGETPLATFORM`
+
+  (e.g. for Go, `export GOARCH=$TARGETARCH`)
+
+- Check [tonistiigi/xx][xx] and [Toni's blog][toni] for some amazing cross tools!
+
+[xx]: https://github.com/tonistiigi/xx
+[toni]: https://medium.com/@tonistiigi/faster-multi-platform-builds-dockerfile-cross-compilation-guide-part-1-ec087c719eaf
+
+---
+
+## More than builds
+
+- Buildkit is also used in other systems:
+
+  - [Earthly] - generic repeatable build pipelines
+
+  - [Dagger] - CICD pipelines that run anywhere
+
+  - and more!
+
+[Earthly]: https://earthly.dev/
+[Dagger]: https://dagger.io/
diff --git a/slides/intro-fullday.yml b/slides/intro-fullday.yml
index 14d16f4c..c8f4df3f 100644
--- a/slides/intro-fullday.yml
+++ b/slides/intro-fullday.yml
@@ -56,6 +56,7 @@ content:
   - containers/Exercise_Dockerfile_Advanced.md
   #- containers/Docker_Machine.md
   #- containers/Advanced_Dockerfiles.md
+  #- containers/Buildkit.md
   #- containers/Init_Systems.md
   #- containers/Application_Configuration.md
   #- containers/Logging.md
diff --git a/slides/intro-selfpaced.yml b/slides/intro-selfpaced.yml
index 14ae3e45..12d001ce 100644
--- a/slides/intro-selfpaced.yml
+++ b/slides/intro-selfpaced.yml
@@ -56,6 +56,7 @@ content:
   - containers/Exercise_Composefile.md
   - containers/Docker_Machine.md
 - - containers/Advanced_Dockerfiles.md
+  - containers/Buildkit.md
   - containers/Init_Systems.md
   - containers/Application_Configuration.md
   - containers/Logging.md
diff --git a/slides/intro-twodays.yml b/slides/intro-twodays.yml
index 070a0035..069f0dac 100644
--- a/slides/intro-twodays.yml
+++ b/slides/intro-twodays.yml
@@ -62,6 +62,7 @@ content:
   - containers/Container_Engines.md
   - containers/Init_Systems.md
   - containers/Advanced_Dockerfiles.md
+  - containers/Buildkit.md
 -
   - containers/Application_Configuration.md
   - containers/Logging.md