diff --git a/README.md b/README.md
index b904d9acb9..d0a8d802b1 100644
--- a/README.md
+++ b/README.md
@@ -26,11 +26,11 @@ The [User Guide on ReadTheDocs](https://jupyter-docker-stacks.readthedocs.io/en/
 
 **Example 1:**
 
-This command pulls the `jupyter/scipy-notebook` image tagged `807999a41207` from Docker Hub if it is not already present on the local host.
+This command pulls the `jupyter/scipy-notebook` image tagged `0fd03d9356de` from Docker Hub if it is not already present on the local host.
 It then starts a container running a Jupyter Server and exposes the container's internal port `8888` to port `10000` of the host machine:
 
 ```bash
-docker run -p 10000:8888 jupyter/scipy-notebook:807999a41207
+docker run -p 10000:8888 jupyter/scipy-notebook:0fd03d9356de
 ```
 
 You can modify the port on which the container's port is exposed by [changing the value of the `-p` option](https://docs.docker.com/engine/reference/run/#expose-incoming-ports) to `-p 8888:8888`.
@@ -45,11 +45,11 @@ The container remains intact for restart after the Jupyter Server exits.
 
 **Example 2:**
 
-This command pulls the `jupyter/datascience-notebook` image tagged `807999a41207` from Docker Hub if it is not already present on the local host.
+This command pulls the `jupyter/datascience-notebook` image tagged `0fd03d9356de` from Docker Hub if it is not already present on the local host.
 It then starts an _ephemeral_ container running a Jupyter Server and exposes the server on host port 10000.
 
 ```bash
-docker run -it --rm -p 10000:8888 -v "${PWD}":/home/jovyan/work jupyter/datascience-notebook:807999a41207
+docker run -it --rm -p 10000:8888 -v "${PWD}":/home/jovyan/work jupyter/datascience-notebook:0fd03d9356de
 ```
 
 The use of the `-v` flag in the command mounts the current working directory on the host (`${PWD}` in the example command) as `/home/jovyan/work` in the container.
diff --git a/binder/Dockerfile b/binder/Dockerfile
index 0081709af1..9d4a4bcda8 100644
--- a/binder/Dockerfile
+++ b/binder/Dockerfile
@@ -3,7 +3,7 @@
 
 # https://hub.docker.com/r/jupyter/base-notebook/tags
 ARG OWNER=jupyter
-ARG BASE_CONTAINER=$OWNER/base-notebook:807999a41207
+ARG BASE_CONTAINER=$OWNER/base-notebook:0fd03d9356de
 FROM $BASE_CONTAINER
 
 LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
@@ -12,6 +12,6 @@ LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
 # Fix: https://github.com/koalaman/shellcheck/wiki/SC3014
 SHELL ["/bin/bash", "-o", "pipefail", "-c"]
 
-ENV TAG="807999a41207"
+ENV TAG="0fd03d9356de"
 
 COPY --chown=${NB_UID}:${NB_GID} binder/README.ipynb "${HOME}"/README.ipynb
diff --git a/docs/using/recipes.md b/docs/using/recipes.md
index 08cc873ff4..806edb2b04 100644
--- a/docs/using/recipes.md
+++ b/docs/using/recipes.md
@@ -29,7 +29,7 @@ Create a new Dockerfile like the one shown below.
 
 ```dockerfile
 # Start from a core stack version
-FROM jupyter/datascience-notebook:807999a41207
+FROM jupyter/datascience-notebook:0fd03d9356de
 # Install in the default python3 environment
 RUN pip install --quiet --no-cache-dir 'flake8==3.9.2' && \
     fix-permissions "${CONDA_DIR}" && \
@@ -48,7 +48,7 @@ Next, create a new Dockerfile like the one shown below.
 
 ```dockerfile
 # Start from a core stack version
-FROM jupyter/datascience-notebook:807999a41207
+FROM jupyter/datascience-notebook:0fd03d9356de
 # Install from requirements.txt file
 COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
 RUN pip install --quiet --no-cache-dir --requirement /tmp/requirements.txt && \
@@ -60,7 +60,7 @@ For conda, the Dockerfile is similar:
 
 ```dockerfile
 # Start from a core stack version
-FROM jupyter/datascience-notebook:807999a41207
+FROM jupyter/datascience-notebook:0fd03d9356de
 # Install from requirements.txt file
 COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
 RUN mamba install --yes --file /tmp/requirements.txt && \
@@ -283,7 +283,7 @@ To use a specific version of JupyterHub, the version of `jupyterhub` in your ima
 version in the Hub itself.
 
 ```dockerfile
-FROM jupyter/base-notebook:807999a41207
+FROM jupyter/base-notebook:0fd03d9356de
 RUN pip install --quiet --no-cache-dir jupyterhub==1.4.1 && \
     fix-permissions "${CONDA_DIR}" && \
     fix-permissions "/home/${NB_USER}"
@@ -474,7 +474,7 @@ For JupyterLab:
 
 ```bash
 docker run -it --rm \
-    jupyter/base-notebook:807999a41207 \
+    jupyter/base-notebook:0fd03d9356de \
     start.sh jupyter lab --LabApp.token=''
 ```
 
@@ -482,7 +482,7 @@ For jupyter classic:
 
 ```bash
 docker run -it --rm \
-    jupyter/base-notebook:807999a41207 \
+    jupyter/base-notebook:0fd03d9356de \
     start.sh jupyter notebook --NotebookApp.token=''
 ```
 
diff --git a/docs/using/running.md b/docs/using/running.md
index 3dbd9b1600..cea4232a2a 100644
--- a/docs/using/running.md
+++ b/docs/using/running.md
@@ -15,12 +15,12 @@ The following are some common patterns.
 
 **Example 1:**
 
-This command pulls the `jupyter/scipy-notebook` image tagged `807999a41207` from Docker Hub if it is not already present on the local host.
+This command pulls the `jupyter/scipy-notebook` image tagged `0fd03d9356de` from Docker Hub if it is not already present on the local host.
 It then starts a container running a Jupyter Notebook server and exposes the server on host port 8888.
 The server logs appear in the terminal and include a URL to the notebook server.
 
 ```bash
-docker run -it -p 8888:8888 jupyter/scipy-notebook:807999a41207
+docker run -it -p 8888:8888 jupyter/scipy-notebook:0fd03d9356de
 
 # Entered start.sh with args: jupyter lab
 
@@ -39,7 +39,7 @@ Pressing `Ctrl-C` twice shuts down the notebook server but leaves the container
 # list containers
 docker ps -a
 # CONTAINER ID   IMAGE                                                 COMMAND                  CREATED          STATUS                     PORTS     NAMES
-# 221331c047c4   jupyter/scipy-notebook:807999a41207                   "tini -g -- start-no…"   11 seconds ago   Exited (0) 8 seconds ago             cranky_benz
+# 221331c047c4   jupyter/scipy-notebook:0fd03d9356de                   "tini -g -- start-no…"   11 seconds ago   Exited (0) 8 seconds ago             cranky_benz
 
 # start the stopped container
 docker start -a 221331c047c4
@@ -53,12 +53,12 @@ docker rm 221331c047c4
 
 **Example 2:**
 
-This command pulls the `jupyter/r-notebook` image tagged `807999a41207` from Docker Hub if it is not already present on the local host.
+This command pulls the `jupyter/r-notebook` image tagged `0fd03d9356de` from Docker Hub if it is not already present on the local host.
 It then starts a container running a Jupyter Notebook server and exposes the server on host port 10000.
 The server logs appear in the terminal and include a URL to the notebook server, but with the internal container port (8888) instead of the correct host port (10000).
 
 ```bash
-docker run -it --rm -p 10000:8888 -v "${PWD}":/home/jovyan/work jupyter/r-notebook:807999a41207
+docker run -it --rm -p 10000:8888 -v "${PWD}":/home/jovyan/work jupyter/r-notebook:0fd03d9356de
 ```
 
 Pressing `Ctrl-C` twice shuts down the notebook server and immediately destroys the Docker container.
@@ -130,7 +130,7 @@ subuidSize=$(( $(podman info --format "{{ range .Host.IDMappings.UIDMap }}+{{.Si
 subgidSize=$(( $(podman info --format "{{ range .Host.IDMappings.GIDMap }}+{{.Size }}{{end }}" ) - 1 ))
 ```
 
-This command pulls the `docker.io/jupyter/r-notebook` image tagged `807999a41207` from Docker Hub if it is not already present on the local host.
+This command pulls the `docker.io/jupyter/r-notebook` image tagged `0fd03d9356de` from Docker Hub if it is not already present on the local host.
 It then starts a container running a Jupyter Server and exposes the server on host port 10000.
 The server logs appear in the terminal and include a URL to the notebook server, but with the internal container port (8888) instead of the correct host port (10000).
 
@@ -139,7 +139,7 @@ podman run -it --rm -p 10000:8888 \
     -v "${PWD}":/home/jovyan/work --user $uid:$gid \
     --uidmap $uid:0:1 --uidmap 0:1:$uid --uidmap $(($uid+1)):$(($uid+1)):$(($subuidSize-$uid)) \
     --gidmap $gid:0:1 --gidmap 0:1:$gid --gidmap $(($gid+1)):$(($gid+1)):$(($subgidSize-$gid)) \
-    docker.io/jupyter/r-notebook:807999a41207
+    docker.io/jupyter/r-notebook:0fd03d9356de
 ```
 
 ```{warning}
diff --git a/docs/using/selecting.md b/docs/using/selecting.md
index fdc7bc1dad..01898a0a4d 100644
--- a/docs/using/selecting.md
+++ b/docs/using/selecting.md
@@ -201,9 +201,15 @@ Every Monday and whenever a pull request is merged, images are rebuilt and pushe
 Whenever a docker image is pushed to the container registry, it is tagged with:
 
 - a `latest` tag
-- a 12-character git commit SHA like `b9f6ce795cfc`
-- a date formatted like `2021-08-29`
-- a set of software version tags like `python-3.9.6` and `lab-3.0.16`
+- a 12-character git commit SHA like `0fd03d9356de`
+- a date formatted like `2022-08-04`
+- OS version like `ubuntu-22.04`
+- a set of software version tags like `python-3.10.5` and `lab-3.4.4`
+
+```{warning}
+- Tags before `2022-07-05` were sometimes incorrect. Please, do not rely on them.
+- All `arm64` images have _aarch64-_ tag prefix, for example `aarch64-python-3.10.5`.
+```
 
 For stability and reproducibility, you should either reference a date formatted
 tag from a date before the current date (in UTC time) or a git commit SHA older
diff --git a/examples/docker-compose/README.md b/examples/docker-compose/README.md
index 7963a5d9de..ce414867ef 100644
--- a/examples/docker-compose/README.md
+++ b/examples/docker-compose/README.md
@@ -42,7 +42,7 @@ You can customize the docker-stack notebook image to deploy by modifying the `no
 For example, you can build and deploy a `jupyter/all-spark-notebook` by modifying the Dockerfile like so:
 
 ```dockerfile
-FROM jupyter/all-spark-notebook:807999a41207
+FROM jupyter/all-spark-notebook:0fd03d9356de
 # Your RUN commands and so on
 ```
 
diff --git a/examples/docker-compose/notebook/Dockerfile b/examples/docker-compose/notebook/Dockerfile
index eca53ad1c2..108707372d 100644
--- a/examples/docker-compose/notebook/Dockerfile
+++ b/examples/docker-compose/notebook/Dockerfile
@@ -2,7 +2,7 @@
 # Distributed under the terms of the Modified BSD License.
 
 # Pick your favorite docker-stacks image
-FROM jupyter/minimal-notebook:807999a41207
+FROM jupyter/minimal-notebook:0fd03d9356de
 
 USER root
 
diff --git a/examples/make-deploy/Dockerfile b/examples/make-deploy/Dockerfile
index eca53ad1c2..108707372d 100644
--- a/examples/make-deploy/Dockerfile
+++ b/examples/make-deploy/Dockerfile
@@ -2,7 +2,7 @@
 # Distributed under the terms of the Modified BSD License.
 
 # Pick your favorite docker-stacks image
-FROM jupyter/minimal-notebook:807999a41207
+FROM jupyter/minimal-notebook:0fd03d9356de
 
 USER root
 
diff --git a/tagging/README.md b/tagging/README.md
index bb49a7e588..9b1c243c90 100644
--- a/tagging/README.md
+++ b/tagging/README.md
@@ -4,7 +4,7 @@ The main purpose of the source code in this folder is to properly tag all the im
 These two processes are closely related, so the source code is widely reused.
 
 Basic example of a tag is a `python` version tag.
-For example, an image `jupyter/base-notebook` with `python 3.8.8` will have a tag `jupyter/base-notebook:python-3.8.8`.
+For example, an image `jupyter/base-notebook` with `python 3.10.5` will have a tag `jupyter/base-notebook:python-3.10.5`.
 This tag (and all the other tags) are pushed to Docker Hub.
 
 Manifest is a description of some important part of the image in a `markdown`.