diff --git a/docs/decisions/0002-mark-fuzzy-entries.rst b/docs/decisions/0002-mark-fuzzy-entries.rst
new file mode 100644
index 00000000000..ef627b01b47
--- /dev/null
+++ b/docs/decisions/0002-mark-fuzzy-entries.rst
@@ -0,0 +1,104 @@
+Mark invalid entries in po files as fuzzy
+#########################################
+
+Status
+******
+
+Rejected.
+
+Context
+*******
+As of `OEP-58`_, the `Transifex GitHub App`_ is used to sync translations
+between Transifex projects and the openedx-translations repository.
+Within Transifex, translations are subjected to automated validation,
+incorporating checks from both the platform itself and the `LexiQA`_ add-on,
+in addition to being reviewed by human translators. During the synchronization
+process, the `Transifex GitHub App`_ creates pull requests to the openedx-translations
+repository. The pull requests trigger a CI workflow that runs ``msgfmt`` to
+validate the translations.
+
+Problem
+*******
+There are times when the translations being synchronized fail ``msgfmt``
+validation. This prevents the pull requests from being automatically merged.
+
+
+Default Workflow: Keep pull requests open
+********************************************
+
+By default a failing pull request will be kept open. Once translators
+fix the invalid entries the `Transifex GitHub App`_ will update the
+pull request and merge it automatically.
+
+Translators do not monitor pull requests to the openedx-translations repo,
+and have requested to be notified of invalid entries via slack. This will start
+as a manual process. Work to automate this in the future will be tracked in
+`Notify translators about invalid entries`_.
+
+Rejected Alternative: Mark invalid entries as fuzzy
+***************************************************
+
+A GitHub Actions workflow will be implemented to mark invalid entries in
+synchronized ``.po`` files as ``fuzzy``. This will update pull requests
+created by the `Transifex GitHub App`_.
+
+To ensure a safe and reliable workflow, the following workflows will be
+combined into one single workflow with multiple jobs:
+
+#. Run ``python-tests.yml`` to validate the python code
+#. Then, run ``validate-translation-files.yml`` which performs the following:
+
+   #. Validate the po-files using ``msgfmt``
+   #. Notify the translators about the invalid entries via the preferred
+      communication channel (Slack, Transifex, GitHub)
+   #. Edit the po files to mark invalid entries as ``fuzzy``, so it's
+      excluded from ``.mo`` files
+   #. Revalidate the files
+
+#. Commit the updated entries and push to the PR branch
+#. Automatically merge the PR
+
+Rejection Reasons
+=================
+
+- The workflow script edits the translations and effectively hide the
+  errors, which can be confusing for the translators.
+- Writing to the pull request will not trigger the GitHub Actions workflow,
+  therefore the pull request cannot be merged unless the commit status
+  is overridden manually via `GitHub "create a commit status" API`_.
+- The solution is ``.po`` file specific. And there's no similar solution for
+  ``.json``, ``.yaml``, iOS, Android or other translations files.
+
+Please refer to the original pull request which contains the rejected
+implementation: `mark invalid entries as fuzzy | FC-0012`_.
+
+
+Pros and Cons
+=============
+
+**Pros**
+
+* New valid strings would make it into the ``.mo`` files
+* There's no need for manual intervention, therefore it's fast and won't
+  create a backlog of pull requests.
+* Rejected strings are easily identifiable by looking in the code, so it's
+  easy to fix them.
+* Translators can be notified about invalid translations via Slack, Transifex,
+  GitHub depending on the community's preference.
+
+
+**Cons**
+
+* The workflow script runs and edits the pull request, which can be
+  confusing for the reviewers.
+* Previously valid entries are going to be overwritten with new ``fuzzy``
+  strings which will make those entries to be shown in source language
+  (English).
+
+
+.. _OEP-58: https://open-edx-proposals.readthedocs.io/en/latest/architectural-decisions/oep-0058-arch-translations-management.html
+.. _LexiQA: https://help.transifex.com/en/articles/6219179-lexiqa
+.. _Transifex GitHub App: https://github.com/apps/transifex-integration
+.. _GitHub "create a commit status" API: https://docs.github.com/en/rest/commits/statuses?apiVersion=2022-11-28#create-a-commit-status
+.. _mark invalid entries as fuzzy | FC-0012: https://github.com/openedx/openedx-translations/pull/1944
+.. _Notify translators about invalid entries: https://github.com/openedx/openedx-translations/issues/2130