diff --git a/.copier-answers.yml b/.copier-answers.yml
index 879d4cb13..d7c4e0089 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,5 +1,5 @@
 # Changes here will be overwritten by Copier; NEVER EDIT MANUALLY
-_commit: 5875bae
+_commit: d2d1381
 _src_path: gh:canonical/platform-engineering-documentation-files.git
 author: Canonical Ltd.
 discourse: https://discourse.charmhub.io
diff --git a/docs/conf.py b/docs/conf.py
index dd05adae6..262a1ce89 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -162,6 +162,11 @@
     """
 )
 
+# sphinx-markdown-builder (run by sphinx_llm.txt) has no visitor for these nodes.
+# "meta" may be removable once liran-funaro/sphinx-markdown-builder#70 / NVIDIA/sphinx-llm#172 land;
+# "mermaid" is unaddressed upstream and will still need suppressing.
+llms_txt_suppress_unknown_node_warnings = ["meta", "mermaid"]
+
 # The base URL for references built by sphinx-markdown-builder.
 if os.environ.get("READTHEDOCS"):
     markdown_http_base = html_baseurl
diff --git a/docs/how-to/contribute.rst b/docs/how-to/contribute.rst
index c064a4bf1..c0b38cdbe 100644
--- a/docs/how-to/contribute.rst
+++ b/docs/how-to/contribute.rst
@@ -34,7 +34,7 @@ The purpose of these issues is to provide newcomers with opportunities to
 contribute to our projects and gain documentation skills. Using AI to
 complete these tasks undermines their purpose.
 
-If you use AI to help with your PRs, be mindful. Avoid submitting contributions
+If you use AI to help with your pull requests, be mindful. Avoid submitting contributions
 with entirely AI-generated documentation. The human aspect of documentation is
 important to us, and that includes tone, syntax, perspectives, and the
 occasional typo. 
diff --git a/docs/release-notes/template/_release-artifact-template.yaml b/docs/release-notes/template/_release-artifact-template.yaml
index 33339f32f..bc2710108 100644
--- a/docs/release-notes/template/_release-artifact-template.yaml
+++ b/docs/release-notes/template/_release-artifact-template.yaml
@@ -1,17 +1,13 @@
 # --- Information about release ----
 
-version_schema: 2
+version_schema: 3
+workload_with_version::
 
-# name of workload and version in the release
-workload_with_version:
+# Rows of the requirements table, for example "3.6", "MicroK8s 1.36", "24.04".
+juju_version:
+kubernetes_version:
+ubuntu_version:
 
-# list of change artifacts included in the release
 included_changes:
-
-# earliest revision included in the release
 earliest_revision:
-
-# latest revision included in the release
 latest_revision:
-
-
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 9a86663a2..448fbbe8b 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -27,11 +27,11 @@ packaging==26.3
 sphinxcontrib-svg2pdfconverter[CairoSVG]==2.1.0
 sphinx-last-updated-by-git==0.3.8
 sphinx-sitemap==2.9.0
-sphinx-llm==1.0.0
+sphinx-llm==1.1.0
 
 # Mermaid diagrams
 sphinxcontrib-mermaid==2.1.1
 
 # Vale dependencies
 rst2html==2020.7.4
-vale==3.20.0.0
+vale==3.22.0.0