From 7fd9e3144fe4af26bebd5d884d46f4db52b0191a Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 23:56:03 +0000
Subject: [PATCH 01/59] automated: docs preview for patch 26.07.02

---
 .github/workflows/validate-docs-site.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 8f6dfaf9ad..9ef8923be1 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -55,6 +55,7 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
+        ref: automated/patch-26.07.02
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From dfc63af61956a1d9fa62e087b252a10e6def15ce Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 10 Jul 2026 06:45:27 +0000
Subject: [PATCH 02/59] automated: docs preview for library 2.13.5

---
 .github/workflows/validate-docs-site.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 8f6dfaf9ad..c4cff87cc5 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -55,6 +55,7 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
+        ref: automated/library-v2.13.5
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From 7e10dc6dae016325491ee702308626798dcd2a90 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:11:44 -0700
Subject: [PATCH 03/59] Optimize automated release notes previews

---
 .github/scripts/merge_quarto_indexes.py      |  51 +++++++
 .github/scripts/test_merge_quarto_indexes.py |  49 +++++++
 .github/workflows/validate-docs-site.yaml    | 140 ++++++++++++++++---
 3 files changed, 220 insertions(+), 20 deletions(-)
 create mode 100644 .github/scripts/merge_quarto_indexes.py
 create mode 100644 .github/scripts/test_merge_quarto_indexes.py

diff --git a/.github/scripts/merge_quarto_indexes.py b/.github/scripts/merge_quarto_indexes.py
new file mode 100644
index 0000000000..cc574a7fff
--- /dev/null
+++ b/.github/scripts/merge_quarto_indexes.py
@@ -0,0 +1,51 @@
+#!/usr/bin/env python3
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+"""Merge Quarto indexes from a partial render into full-site indexes."""
+
+from __future__ import annotations
+
+import argparse
+import json
+from pathlib import Path
+from typing import Any
+
+
+def merge_items(
+    base: list[dict[str, Any]], partial: list[dict[str, Any]], key: str
+) -> list[dict[str, Any]]:
+    """Return base items with partial items replacing entries with the same key."""
+    merged: dict[str, dict[str, Any]] = {}
+    for item in [*base, *partial]:
+        value = item.get(key)
+        if not isinstance(value, str) or not value:
+            raise ValueError(f"Every index item must have a non-empty {key!r}")
+        merged[value] = item
+    return list(merged.values())
+
+
+def merge_file(base_path: Path, partial_path: Path, key: str) -> None:
+    base = json.loads(base_path.read_text())
+    partial = json.loads(partial_path.read_text())
+    if not isinstance(base, list) or not isinstance(partial, list):
+        raise ValueError("Quarto indexes must contain JSON arrays")
+    partial_path.write_text(
+        json.dumps(merge_items(base, partial, key), separators=(",", ":"))
+    )
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--base-search", type=Path, required=True)
+    parser.add_argument("--partial-search", type=Path, required=True)
+    parser.add_argument("--base-listings", type=Path, required=True)
+    parser.add_argument("--partial-listings", type=Path, required=True)
+    args = parser.parse_args()
+
+    merge_file(args.base_search, args.partial_search, "objectID")
+    merge_file(args.base_listings, args.partial_listings, "listing")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/.github/scripts/test_merge_quarto_indexes.py b/.github/scripts/test_merge_quarto_indexes.py
new file mode 100644
index 0000000000..f2b450ecfd
--- /dev/null
+++ b/.github/scripts/test_merge_quarto_indexes.py
@@ -0,0 +1,49 @@
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+import json
+import tempfile
+import unittest
+from pathlib import Path
+
+from merge_quarto_indexes import merge_file, merge_items
+
+
+class MergeQuartoIndexesTest(unittest.TestCase):
+    def test_partial_items_replace_matching_base_items(self):
+        base = [{"objectID": "old", "text": "keep"}, {"objectID": "changed", "text": "old"}]
+        partial = [{"objectID": "changed", "text": "new"}, {"objectID": "new", "text": "add"}]
+
+        self.assertEqual(
+            merge_items(base, partial, "objectID"),
+            [
+                {"objectID": "old", "text": "keep"},
+                {"objectID": "changed", "text": "new"},
+                {"objectID": "new", "text": "add"},
+            ],
+        )
+
+    def test_merge_file_updates_partial_path(self):
+        with tempfile.TemporaryDirectory() as directory:
+            base_path = Path(directory) / "base.json"
+            partial_path = Path(directory) / "partial.json"
+            base_path.write_text(json.dumps([{"listing": "/old", "items": ["a"]}]))
+            partial_path.write_text(json.dumps([{"listing": "/new", "items": ["b"]}]))
+
+            merge_file(base_path, partial_path, "listing")
+
+            self.assertEqual(
+                json.loads(partial_path.read_text()),
+                [
+                    {"listing": "/old", "items": ["a"]},
+                    {"listing": "/new", "items": ["b"]},
+                ],
+            )
+
+    def test_missing_key_is_rejected(self):
+        with self.assertRaises(ValueError):
+            merge_items([], [{"text": "missing object id"}], "objectID")
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 8f6dfaf9ad..c03e3ec466 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -23,8 +23,50 @@ jobs:
         fetch-depth: 0
         token: ${{ secrets.GITHUB_TOKEN }}
 
-    # Reclaim space + create a reserve for deterministic headroom
+    - name: Check out release-notes repository
+      uses: actions/checkout@v4
+      with:
+        repository: validmind/release-notes
+        path: site/_source/release-notes
+        token: ${{ secrets.DOCS_CI_RO_PAT }}
+        sparse-checkout: |
+          releases
+        sparse-checkout-cone-mode: true
+
+    - name: Detect automated release-notes preview
+      id: release-preview
+      shell: bash
+      run: |
+        set -euo pipefail
+        release_ref=$(git -C site/_source/release-notes for-each-ref \
+          --format='%(refname:strip=3)' --points-at HEAD refs/remotes/origin | head -n 1)
+
+        if [[ "$release_ref" != automated/* ]]; then
+          echo "fast=false" >> "$GITHUB_OUTPUT"
+          exit 0
+        fi
+
+        git -C site/_source/release-notes fetch --depth=1 origin main
+        : > .release-preview-targets
+        git -C site/_source/release-notes diff --name-only --diff-filter=ACMRT FETCH_HEAD HEAD -- releases \
+          | awk -F/ 'NF >= 4 { print $1 "/" $2 "/" $3 }' \
+          | sort -u > .release-preview-targets
+
+        if [[ ! -s .release-preview-targets ]]; then
+          echo "No release directories changed; falling back to full validation."
+          echo "fast=false" >> "$GITHUB_OUTPUT"
+          exit 0
+        fi
+
+        echo "Automated release-notes ref: $release_ref"
+        echo "Targeted render directories:"
+        cat .release-preview-targets
+        echo "fast=true" >> "$GITHUB_OUTPUT"
+
+    # Full validation needs generated sources and extra disk headroom. Automated
+    # release-note previews reuse the already validated staging build instead.
     - name: Free space + create reserve
+      if: steps.release-preview.outputs.fast != 'true'
       uses: ./.github/actions/free-disk-space
       with:
         remove_dotnet: "true"
@@ -35,6 +77,7 @@ jobs:
         create_reserve_gb: "3"
 
     - name: Check out validmind-library repository
+      if: steps.release-preview.outputs.fast != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/validmind-library
@@ -42,6 +85,7 @@ jobs:
         token: ${{ secrets.DOCS_CI_RO_PAT }}
 
     - name: Check out installation repository
+      if: steps.release-preview.outputs.fast != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/installation
@@ -51,17 +95,8 @@ jobs:
           site/installation
         sparse-checkout-cone-mode: true
 
-    - name: Check out release-notes repository
-      uses: actions/checkout@v4
-      with:
-        repository: validmind/release-notes
-        path: site/_source/release-notes
-        token: ${{ secrets.DOCS_CI_RO_PAT }}
-        sparse-checkout: |
-          releases
-        sparse-checkout-cone-mode: true
-
     - name: Check out backend repository
+      if: steps.release-preview.outputs.fast != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/backend
@@ -72,6 +107,7 @@ jobs:
         sparse-checkout-cone-mode: true
 
     - name: Set up uv
+      if: steps.release-preview.outputs.fast != 'true'
       uses: astral-sh/setup-uv@v5
 
     - name: Verify copyright headers
@@ -84,7 +120,11 @@ jobs:
       with:
         version: pre-release
 
+    - name: Test preview index merge
+      run: python3 -m unittest discover -s .github/scripts -p 'test_merge_quarto_indexes.py' -v
+
     - name: Generate Python library docs
+      if: steps.release-preview.outputs.fast != 'true'
       run: |
         cd site/_source/validmind-library
         make install && make quarto-docs
@@ -94,10 +134,12 @@ jobs:
         rsync -av --exclude '_build' --exclude 'templates' _source/validmind-library/docs/ validmind/
 
     - name: Generate template schema docs
+      if: steps.release-preview.outputs.fast != 'true'
       run: |
         BACKEND_ROOT=site/_source/backend uv run --with json-schema-for-humans python scripts/generate_template_schema_docs.py
 
     - name: Populate installation
+      if: steps.release-preview.outputs.fast != 'true'
       run: cp -r site/_source/installation/site/installation site/installation
 
     - name: Populate release notes
@@ -105,15 +147,59 @@ jobs:
         cp -r site/_source/release-notes/releases site
         rm -f site/releases/backend-releases.qmd site/releases/cmvm-releases.qmd
 
-    - name: Render demo docs site
+    # The staging HTML lets Quarto resolve descriptions for listings without
+    # re-rendering the other ~1,000 pages. Only HTML and the two global indexes
+    # are downloaded; the final preview is cloned server-side during deployment.
+    - name: Configure AWS credentials
+      run: aws configure set aws_access_key_id ${{ secrets.AWS_ACCESS_KEY_ID_STAGING }} && aws configure set aws_secret_access_key ${{ secrets.AWS_SECRET_ACCESS_KEY_STAGING }} && aws configure set default.region us-east-1
+
+    - name: Seed targeted render from staging
+      if: steps.release-preview.outputs.fast == 'true'
+      run: |
+        mkdir -p site/_site/releases site/.preview-indexes
+        aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
+          --exclude "*" --include "*.html" --no-progress
+        aws s3 cp s3://validmind-docs-staging/site/search.json site/.preview-indexes/search.json --no-progress
+        aws s3 cp s3://validmind-docs-staging/site/listings.json site/.preview-indexes/listings.json --no-progress
+
+    - name: Render targeted release preview
+      if: steps.release-preview.outputs.fast == 'true'
       run: |
-          cd site
-          quarto render --profile development 2>&1 | tee render_errors.log || {
+        cd site
+        : > render_errors.log
+        while read -r target; do
+          quarto render --profile development "$target" 2>&1 | tee -a render_errors.log || {
           echo "Quarto render failed immediately";
           cat render_errors.log;
           exit 1;
           }
-          make generate-sitemap
+        done < ../.release-preview-targets
+
+        for target in releases/*.qmd; do
+          [[ "$(basename "$target")" == _* ]] && continue
+          quarto render --profile development "$target" 2>&1 | tee -a render_errors.log || {
+            echo "Quarto render failed immediately";
+            cat render_errors.log;
+            exit 1;
+          }
+        done
+
+        python3 ../.github/scripts/merge_quarto_indexes.py \
+          --base-search .preview-indexes/search.json \
+          --partial-search _site/search.json \
+          --base-listings .preview-indexes/listings.json \
+          --partial-listings _site/listings.json
+
+    - name: Render demo docs site
+      if: steps.release-preview.outputs.fast != 'true'
+      run: |
+        cd site
+        quarto render --profile development 2>&1 | tee render_errors.log || {
+        echo "Quarto render failed immediately";
+        cat render_errors.log;
+        exit 1;
+        }
+        make generate-sitemap
 
     - name: Add robots.txt for PR preview
       run: cp site/environments/robots-staging.txt site/_site/robots.txt
@@ -128,12 +214,21 @@ jobs:
           echo "No warnings or errors detected during Quarto render"
         fi
 
-    # Demo bucket is in us-east-1
-    - name: Configure AWS credentials
-      run: aws configure set aws_access_key_id ${{ secrets.AWS_ACCESS_KEY_ID_STAGING }} && aws configure set aws_secret_access_key ${{ secrets.AWS_SECRET_ACCESS_KEY_STAGING }} && aws configure set default.region us-east-1
-
     - name: Deploy PR preview
-      run: aws s3 sync site/_site s3://validmind-docs-staging/site/pr_previews/${{ github.head_ref }} --delete --exclude "notebooks/EXECUTED/*" --cache-control "no-cache, max-age=0, must-revalidate" && aws cloudfront create-invalidation --distribution-id ESWVTZYFL873V --paths "/*" --no-cli-pager
+      run: |
+        preview_path="s3://validmind-docs-staging/site/pr_previews/${{ github.head_ref }}"
+        if [[ "${{ steps.release-preview.outputs.fast }}" == "true" ]]; then
+          aws s3 sync s3://validmind-docs-staging/site "$preview_path" \
+            --delete --exclude "pr_previews/*" --exclude "notebooks/EXECUTED/*" --no-progress
+          aws s3 sync site/_site "$preview_path" \
+            --exclude "notebooks/EXECUTED/*" --no-progress \
+            --cache-control "no-cache, max-age=0, must-revalidate"
+        else
+          aws s3 sync site/_site "$preview_path" --delete \
+            --exclude "notebooks/EXECUTED/*" \
+            --cache-control "no-cache, max-age=0, must-revalidate"
+        fi
+        aws cloudfront create-invalidation --distribution-id ESWVTZYFL873V --paths "/*" --no-cli-pager
 
     - name: Post comment with preview URL
       uses: actions/github-script@v6
@@ -185,11 +280,13 @@ jobs:
           console.log(`Dispatched Lighthouse check for PR #${context.issue.number}`);
 
     - name: Install pandoc
+      if: steps.release-preview.outputs.fast != 'true'
       run: |
         sudo apt-get update
         sudo apt-get install -y pandoc
 
     - name: Verify chatbot product map is up to date
+      if: steps.release-preview.outputs.fast != 'true'
       run: |
         set -euo pipefail
         python3 site/scripts/generate_chatbot_product_map.py
@@ -222,13 +319,16 @@ jobs:
         echo "Auto-committed refreshed site/llm/chatbot-product-map.md."
 
     - name: Test chatbot product map generator
+      if: steps.release-preview.outputs.fast != 'true'
       run: python3 -m unittest discover -s site/scripts -p 'test_generate_chatbot_product_map.py' -v
 
     - name: Validate LLM markdown render
+      if: steps.release-preview.outputs.fast != 'true'
       run: bash llm/render.sh && bash llm/clean.sh
       working-directory: site
 
     - name: Verify LLM corpus includes product map and docs IA hub
+      if: steps.release-preview.outputs.fast != 'true'
       run: |
         test -f site/llm/_llm-output/chatbot-product-map.md
         test -f site/llm/_llm-output/AGENTS.md

From 57b412a10bce69add7fb398cddc3ffa7fdaedbf2 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:12:21 -0700
Subject: [PATCH 04/59] Test optimized library preview path

---
 .github/workflows/validate-docs-site.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index c03e3ec466..b8449f53d1 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -27,6 +27,7 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
+        ref: automated/library-v2.13.5
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From bfdce819356bb9706fce1b23612cfc138eddedbe Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:15:25 -0700
Subject: [PATCH 05/59] Resolve generated API link in targeted renders

---
 .github/workflows/validate-docs-site.yaml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index b8449f53d1..b4b0abf2b6 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -157,7 +157,11 @@ jobs:
     - name: Seed targeted render from staging
       if: steps.release-preview.outputs.fast == 'true'
       run: |
-        mkdir -p site/_site/releases site/.preview-indexes
+        mkdir -p site/_site/releases site/.preview-indexes site/validmind
+        # The navbar links to this generated source file. The complete rendered
+        # Python API is reused from staging; this placeholder only lets Quarto
+        # resolve the link while rendering release pages.
+        touch site/validmind/validmind.qmd
         aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
           --exclude "*" --include "*.html" --no-progress
         aws s3 cp s3://validmind-docs-staging/site/search.json site/.preview-indexes/search.json --no-progress

From 84534ccc6e6ddff3011cc02c4e78b0205a8a3f07 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:19:42 -0700
Subject: [PATCH 06/59] Remove temporary release preview test ref

---
 .github/workflows/validate-docs-site.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index b4b0abf2b6..5e0475b353 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -27,7 +27,6 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
-        ref: automated/library-v2.13.5
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From 68562fd0dd8eff8f010bd4b446c6e47fec6750db Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:32:09 -0700
Subject: [PATCH 07/59] Preserve staging homepage in targeted previews

---
 .github/workflows/validate-docs-site.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 5e0475b353..faeeb4188b 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -27,6 +27,7 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
+        ref: automated/library-v2.13.5
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |
@@ -225,7 +226,7 @@ jobs:
           aws s3 sync s3://validmind-docs-staging/site "$preview_path" \
             --delete --exclude "pr_previews/*" --exclude "notebooks/EXECUTED/*" --no-progress
           aws s3 sync site/_site "$preview_path" \
-            --exclude "notebooks/EXECUTED/*" --no-progress \
+            --exclude "index.html" --exclude "notebooks/EXECUTED/*" --no-progress \
             --cache-control "no-cache, max-age=0, must-revalidate"
         else
           aws s3 sync site/_site "$preview_path" --delete \

From d844d93a1daa833c798cd12628bae9adc1d32d3c Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:36:43 -0700
Subject: [PATCH 08/59] Remove temporary homepage fix test ref

---
 .github/workflows/validate-docs-site.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index faeeb4188b..5e81cd6896 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -27,7 +27,6 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
-        ref: automated/library-v2.13.5
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From 48fd3240d9efb33a53067edb8e2686a298b9d899 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 22:37:14 -0700
Subject: [PATCH 09/59] Remove Claude workflows

---
 .github/workflows/claude-code-review.yml | 45 ---------------------
 .github/workflows/claude.yml             | 50 ------------------------
 2 files changed, 95 deletions(-)
 delete mode 100644 .github/workflows/claude-code-review.yml
 delete mode 100644 .github/workflows/claude.yml

diff --git a/.github/workflows/claude-code-review.yml b/.github/workflows/claude-code-review.yml
deleted file mode 100644
index 3dc09acb0a..0000000000
--- a/.github/workflows/claude-code-review.yml
+++ /dev/null
@@ -1,45 +0,0 @@
-name: Claude Code Review
-
-on:
-  # workflow_dispatch:  # Manual only                                                                                                                                    
-  pull_request:
-   types: [opened, synchronize, ready_for_review, reopened]
-    # Optional: Only run on specific file changes
-    # paths:
-    #   - "src/**/*.ts"
-    #   - "src/**/*.tsx"
-    #   - "src/**/*.js"
-    #   - "src/**/*.jsx"
-
-jobs:
-  claude-review:
-    # Optional: Filter by PR author
-    # if: |
-    #   github.event.pull_request.user.login == 'external-contributor' ||
-    #   github.event.pull_request.user.login == 'new-developer' ||
-    #   github.event.pull_request.author_association == 'FIRST_TIME_CONTRIBUTOR'
-
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      pull-requests: read
-      issues: read
-      id-token: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 1
-
-      - name: Run Claude Code Review
-        id: claude-review
-        uses: anthropics/claude-code-action@v1
-        with:
-          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-          plugin_marketplaces: 'https://github.com/anthropics/claude-code.git'
-          plugins: 'code-review@claude-code-plugins'
-          prompt: '/code-review:code-review ${{ github.repository }}/pull/${{ github.event.pull_request.number }}'
-          # See https://github.com/anthropics/claude-code-action/blob/main/docs/usage.md
-          # or https://code.claude.com/docs/en/cli-reference for available options
-
diff --git a/.github/workflows/claude.yml b/.github/workflows/claude.yml
deleted file mode 100644
index 79fe056478..0000000000
--- a/.github/workflows/claude.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-name: Claude Code
-
-on:
-  issue_comment:
-    types: [created]
-  pull_request_review_comment:
-    types: [created]
-  issues:
-    types: [opened, assigned]
-  pull_request_review:
-    types: [submitted]
-
-jobs:
-  claude:
-    if: |
-      (github.event_name == 'issue_comment' && contains(github.event.comment.body, '@claude')) ||
-      (github.event_name == 'pull_request_review_comment' && contains(github.event.comment.body, '@claude')) ||
-      (github.event_name == 'pull_request_review' && contains(github.event.review.body, '@claude')) ||
-      (github.event_name == 'issues' && (contains(github.event.issue.body, '@claude') || contains(github.event.issue.title, '@claude')))
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      pull-requests: read
-      issues: read
-      id-token: write
-      actions: read # Required for Claude to read CI results on PRs
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 1
-
-      - name: Run Claude Code
-        id: claude
-        uses: anthropics/claude-code-action@v1
-        with:
-          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-
-          # This is an optional setting that allows Claude to read CI results on PRs
-          additional_permissions: |
-            actions: read
-
-          # Optional: Give a custom prompt to Claude. If this is not specified, Claude will perform the instructions specified in the comment that tagged it.
-          # prompt: 'Update the pull request description to include a summary of changes.'
-
-          # Optional: Add claude_args to customize behavior and configuration
-          # See https://github.com/anthropics/claude-code-action/blob/main/docs/usage.md
-          # or https://code.claude.com/docs/en/cli-reference for available options
-          # claude_args: '--allowed-tools Bash(gh pr:*)'
-

From 8eeab55fb00deaa3c7263a4c79d48d42d0c20620 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Mon, 13 Jul 2026 23:15:32 -0700
Subject: [PATCH 10/59] Promote prebuilt docs artifacts to production

---
 .github/actions/build-docs-site/action.yml | 114 +++++++++++++++
 .github/workflows/deploy-docs-prod.yaml    | 137 ++++++++----------
 .github/workflows/deploy-docs-staging.yaml | 160 +++++++++++----------
 3 files changed, 253 insertions(+), 158 deletions(-)
 create mode 100644 .github/actions/build-docs-site/action.yml

diff --git a/.github/actions/build-docs-site/action.yml b/.github/actions/build-docs-site/action.yml
new file mode 100644
index 0000000000..9aa4e187f8
--- /dev/null
+++ b/.github/actions/build-docs-site/action.yml
@@ -0,0 +1,114 @@
+name: Build docs site
+description: Populate generated sources and render a complete documentation site
+
+inputs:
+  profile:
+    description: Quarto profile to render
+    required: true
+  docs_ci_ro_pat:
+    description: Read-only token for private source repositories
+    required: true
+  quarto_version:
+    description: Quarto version to install
+    required: true
+  library_ref:
+    description: validmind-library revision to build
+    required: true
+  installation_ref:
+    description: installation revision to build
+    required: true
+  release_notes_ref:
+    description: release-notes revision to build
+    required: true
+  backend_ref:
+    description: backend revision to build
+    required: true
+
+runs:
+  using: composite
+  steps:
+    - name: Check out validmind-library repository
+      uses: actions/checkout@v4
+      with:
+        repository: validmind/validmind-library
+        ref: ${{ inputs.library_ref }}
+        path: site/_source/validmind-library
+        token: ${{ inputs.docs_ci_ro_pat }}
+
+    - name: Check out installation repository
+      uses: actions/checkout@v4
+      with:
+        repository: validmind/installation
+        ref: ${{ inputs.installation_ref }}
+        path: site/_source/installation
+        token: ${{ inputs.docs_ci_ro_pat }}
+        sparse-checkout: |
+          site/installation
+        sparse-checkout-cone-mode: true
+
+    - name: Check out release-notes repository
+      uses: actions/checkout@v4
+      with:
+        repository: validmind/release-notes
+        ref: ${{ inputs.release_notes_ref }}
+        path: site/_source/release-notes
+        token: ${{ inputs.docs_ci_ro_pat }}
+        sparse-checkout: |
+          releases
+        sparse-checkout-cone-mode: true
+
+    - name: Check out backend repository
+      uses: actions/checkout@v4
+      with:
+        repository: validmind/backend
+        ref: ${{ inputs.backend_ref }}
+        path: site/_source/backend
+        token: ${{ inputs.docs_ci_ro_pat }}
+        sparse-checkout: |
+          src/backend/templates/documentation/model_documentation
+        sparse-checkout-cone-mode: true
+
+    - name: Set up Quarto
+      uses: quarto-dev/quarto-actions/setup@v2
+      with:
+        version: ${{ inputs.quarto_version }}
+
+    - name: Set up uv
+      uses: astral-sh/setup-uv@v5
+
+    - name: Generate Python library docs
+      shell: bash
+      run: |
+        cd site/_source/validmind-library
+        make install && make quarto-docs
+        cd ../../
+        rm -rf validmind
+        mkdir -p validmind
+        rsync -av --exclude '_build' --exclude 'templates' _source/validmind-library/docs/ validmind/
+
+    - name: Generate template schema docs
+      shell: bash
+      run: BACKEND_ROOT=site/_source/backend uv run --with json-schema-for-humans python scripts/generate_template_schema_docs.py
+
+    - name: Populate installation
+      shell: bash
+      run: cp -r site/_source/installation/site/installation site/installation
+
+    - name: Populate release notes
+      shell: bash
+      run: |
+        cp -r site/_source/release-notes/releases site
+        rm -f site/releases/backend-releases.qmd site/releases/cmvm-releases.qmd
+
+    - name: Render docs site
+      shell: bash
+      env:
+        QUARTO_PROFILE: ${{ inputs.profile }}
+      run: |
+        cd site
+        quarto render --profile "$QUARTO_PROFILE" &> render_errors.log || {
+          echo "Quarto render failed immediately"
+          cat render_errors.log
+          exit 1
+        }
+        make generate-sitemap
diff --git a/.github/workflows/deploy-docs-prod.yaml b/.github/workflows/deploy-docs-prod.yaml
index 29390293db..f776ba1f9a 100644
--- a/.github/workflows/deploy-docs-prod.yaml
+++ b/.github/workflows/deploy-docs-prod.yaml
@@ -10,6 +10,14 @@ on:
       - completed
   workflow_dispatch:
 
+concurrency:
+  group: deploy-docs-production
+  cancel-in-progress: true
+
+permissions:
+  actions: read
+  contents: read
+
 jobs:
   deploy:
     if: |
@@ -22,8 +30,46 @@ jobs:
       - name: Check out documentation repository
         uses: actions/checkout@v4
 
-      # Reclaim space + create a reserve for deterministic headroom
+      - name: Find production artifact for this source tree
+        id: production-artifact
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          set -euo pipefail
+          name="docs-production-$(git rev-parse 'HEAD^{tree}')"
+          run_id=$(gh api "repos/${{ github.repository }}/actions/artifacts?name=$name&per_page=100" \
+            --jq '[.artifacts[] | select(.expired == false)] | sort_by(.created_at) | reverse | .[0].workflow_run.id // empty')
+
+          echo "name=$name" >> "$GITHUB_OUTPUT"
+          if [[ -n "$run_id" ]]; then
+            echo "Found $name in workflow run $run_id"
+            echo "found=true" >> "$GITHUB_OUTPUT"
+            echo "run_id=$run_id" >> "$GITHUB_OUTPUT"
+          else
+            echo "No matching artifact found; falling back to a full production build."
+            echo "found=false" >> "$GITHUB_OUTPUT"
+          fi
+
+      - name: Download prebuilt production docs
+        if: steps.production-artifact.outputs.found == 'true'
+        uses: actions/download-artifact@v4
+        with:
+          name: ${{ steps.production-artifact.outputs.name }}
+          path: ${{ runner.temp }}/production-artifact
+          github-token: ${{ github.token }}
+          repository: ${{ github.repository }}
+          run-id: ${{ steps.production-artifact.outputs.run_id }}
+
+      - name: Extract prebuilt production docs
+        if: steps.production-artifact.outputs.found == 'true'
+        run: |
+          mkdir -p site/_site
+          tar --zstd -xf "$RUNNER_TEMP/production-artifact/docs-production.tar.zst" -C site/_site
+
+      # Reclaim space only when the prebuilt artifact is unavailable and the
+      # workflow must perform the original full-site build.
       - name: Free space + create reserve
+        if: steps.production-artifact.outputs.found != 'true'
         uses: ./.github/actions/free-disk-space
         with:
           remove_dotnet: "true"
@@ -33,84 +79,17 @@ jobs:
           apt_cleanup: "true"
           create_reserve_gb: "3"
 
-      - name: Check out validmind-library repository
-        uses: actions/checkout@v4
+      - name: Build production docs site
+        if: steps.production-artifact.outputs.found != 'true'
+        uses: ./.github/actions/build-docs-site
         with:
-          repository: validmind/validmind-library
-          path: site/_source/validmind-library
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-
-      - name: Check out installation repository
-        uses: actions/checkout@v4
-        with:
-          repository: validmind/installation
-          path: site/_source/installation
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-          sparse-checkout: |
-            site/installation
-          sparse-checkout-cone-mode: true
-
-      - name: Check out release-notes repository
-        uses: actions/checkout@v4
-        with:
-          repository: validmind/release-notes
-          path: site/_source/release-notes
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-          sparse-checkout: |
-            releases
-          sparse-checkout-cone-mode: true
-
-      - name: Check out backend repository
-        uses: actions/checkout@v4
-        with:
-          repository: validmind/backend
-          path: site/_source/backend
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-          sparse-checkout: |
-            src/backend/templates/documentation/model_documentation
-          sparse-checkout-cone-mode: true
-
-      - name: Set up Quarto
-        uses: quarto-dev/quarto-actions/setup@v2
-        with:
-          version: ${{ vars.QUARTO_VERSION }}
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@v5
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@v5
-
-      - name: Generate Python library docs
-        run: |
-          cd site/_source/validmind-library
-          make install && make quarto-docs
-          cd ../../
-          rm -rf validmind
-          mkdir -p validmind
-          rsync -av --exclude '_build' --exclude 'templates' _source/validmind-library/docs/ validmind/
-
-      - name: Generate template schema docs
-        run: |
-          BACKEND_ROOT=site/_source/backend uv run --with json-schema-for-humans python scripts/generate_template_schema_docs.py
-
-      - name: Populate installation
-        run: cp -r site/_source/installation/site/installation site/installation
-
-      - name: Populate release notes
-        run: |
-          cp -r site/_source/release-notes/releases site
-          rm -f site/releases/backend-releases.qmd site/releases/cmvm-releases.qmd
-
-      - name: Render prod docs site
-        run: |
-            cd site
-            quarto render --profile production &> render_errors.log || {
-            echo "Quarto render failed immediately";
-            cat render_errors.log;
-            exit 1;
-            }
-            make generate-sitemap
+          profile: production
+          docs_ci_ro_pat: ${{ secrets.DOCS_CI_RO_PAT }}
+          quarto_version: ${{ vars.QUARTO_VERSION }}
+          library_ref: main
+          installation_ref: main
+          release_notes_ref: main
+          backend_ref: main
 
       # Prod bucket is in us-east-1
       - name: Configure AWS credentials
@@ -136,4 +115,4 @@ jobs:
 
       - name: Final disk usage
         if: always()
-        run: df -hT /
\ No newline at end of file
+        run: df -hT /
diff --git a/.github/workflows/deploy-docs-staging.yaml b/.github/workflows/deploy-docs-staging.yaml
index 2ade3f3aa1..812915e978 100644
--- a/.github/workflows/deploy-docs-staging.yaml
+++ b/.github/workflows/deploy-docs-staging.yaml
@@ -10,18 +10,65 @@ on:
       - completed
   workflow_dispatch:
 
+concurrency:
+  group: deploy-docs-staging
+  cancel-in-progress: true
+
 jobs:
-  deploy:
+  resolve-sources:
+    name: Resolve source revisions
+    if: |
+      github.event_name == 'push' ||
+      (github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success') ||
+      github.event_name == 'workflow_dispatch'
+    runs-on: ubuntu-latest
+    outputs:
+      library: ${{ steps.refs.outputs.library }}
+      installation: ${{ steps.refs.outputs.installation }}
+      release_notes: ${{ steps.refs.outputs.release_notes }}
+      backend: ${{ steps.refs.outputs.backend }}
+    steps:
+      - name: Resolve source revisions
+        id: refs
+        env:
+          GH_TOKEN: ${{ secrets.DOCS_CI_RO_PAT }}
+        run: |
+          echo "library=$(gh api repos/validmind/validmind-library/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+          echo "installation=$(gh api repos/validmind/installation/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+          echo "release_notes=$(gh api repos/validmind/release-notes/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+          echo "backend=$(gh api repos/validmind/backend/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+
+  build:
+    name: Build ${{ matrix.profile }} docs site
     if: |
       github.event_name == 'push' ||
       (github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success') ||
       github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
+    needs: resolve-sources
+    strategy:
+      fail-fast: false
+      matrix:
+        profile: [staging, production]
 
     steps:
       - name: Check out documentation repository
         uses: actions/checkout@v4
 
+      # Production can contain hotfixes that have not flowed back to staging.
+      # Build the artifact from the tree that a staging-to-prod merge will
+      # produce, so its key matches the eventual prod merge commit.
+      - name: Prepare prospective production tree
+        if: matrix.profile == 'production'
+        run: |
+          set -euo pipefail
+          source_sha=$(git rev-parse HEAD)
+          git fetch origin prod
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git switch --detach origin/prod
+          git merge --no-commit --no-ff "$source_sha"
+
       # Reclaim space + create a reserve for deterministic headroom
       - name: Free space + create reserve
         uses: ./.github/actions/free-disk-space
@@ -33,95 +80,50 @@ jobs:
           apt_cleanup: "true"
           create_reserve_gb: "3"
 
-      - name: Check out validmind-library repository
-        uses: actions/checkout@v4
-        with:
-          repository: validmind/validmind-library
-          path: site/_source/validmind-library
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-
-      - name: Check out installation repository
-        uses: actions/checkout@v4
-        with:
-          repository: validmind/installation
-          path: site/_source/installation
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-          sparse-checkout: |
-            site/installation
-          sparse-checkout-cone-mode: true
-
-      - name: Check out release-notes repository
-        uses: actions/checkout@v4
+      - name: Build docs site
+        uses: ./.github/actions/build-docs-site
         with:
-          repository: validmind/release-notes
-          path: site/_source/release-notes
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-          sparse-checkout: |
-            releases
-          sparse-checkout-cone-mode: true
-
-      - name: Check out backend repository
-        uses: actions/checkout@v4
-        with:
-          repository: validmind/backend
-          path: site/_source/backend
-          token: ${{ secrets.DOCS_CI_RO_PAT }}
-          sparse-checkout: |
-            src/backend/templates/documentation/model_documentation
-          sparse-checkout-cone-mode: true
-
-      - name: Set up Quarto
-        uses: quarto-dev/quarto-actions/setup@v2
-        with:
-          version: ${{ vars.QUARTO_VERSION }}
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@v5
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@v5
-
-      - name: Generate Python library docs
-        run: |
-          cd site/_source/validmind-library
-          make install && make quarto-docs
-          cd ../../
-          rm -rf validmind
-          mkdir -p validmind
-          rsync -av --exclude '_build' --exclude 'templates' _source/validmind-library/docs/ validmind/
-
-      - name: Generate template schema docs
-        run: |
-          BACKEND_ROOT=site/_source/backend uv run --with json-schema-for-humans python scripts/generate_template_schema_docs.py
-
-      - name: Populate installation
-        run: cp -r site/_source/installation/site/installation site/installation
-
-      - name: Populate release notes
-        run: |
-          cp -r site/_source/release-notes/releases site
-          rm -f site/releases/backend-releases.qmd site/releases/cmvm-releases.qmd
-
-      - name: Render staging docs site
-        run: |
-            cd site
-            quarto render --profile staging &> render_errors.log || {
-            echo "Quarto render failed immediately";
-            cat render_errors.log;
-            exit 1;
-            }
-            make generate-sitemap
+          profile: ${{ matrix.profile }}
+          docs_ci_ro_pat: ${{ secrets.DOCS_CI_RO_PAT }}
+          quarto_version: ${{ vars.QUARTO_VERSION }}
+          library_ref: ${{ needs.resolve-sources.outputs.library }}
+          installation_ref: ${{ needs.resolve-sources.outputs.installation }}
+          release_notes_ref: ${{ needs.resolve-sources.outputs.release_notes }}
+          backend_ref: ${{ needs.resolve-sources.outputs.backend }}
 
       - name: Add robots.txt for staging
+        if: matrix.profile == 'staging'
         run: cp site/environments/robots-staging.txt site/_site/robots.txt
 
       # Staging bucket is in us-west-2
       - name: Configure AWS credentials
+        if: matrix.profile == 'staging'
         run: aws configure set aws_access_key_id ${{ secrets.AWS_ACCESS_KEY_ID_STAGING }} && aws configure set aws_secret_access_key ${{ secrets.AWS_SECRET_ACCESS_KEY_STAGING }} && aws configure set default.region us-west-2
 
       - name: Deploy docs staging site
+        if: matrix.profile == 'staging'
         run: aws s3 sync site/_site s3://validmind-docs-staging/site --delete --exclude "installation/helm-repo/*" --exclude "pr_previews/*" --exclude "notebooks/EXECUTED/*" --exclude "llm/*" --cache-control "no-cache, max-age=0, must-revalidate" && aws cloudfront create-invalidation --distribution-id ESWVTZYFL873V --paths "/*" --no-cli-pager
 
+      - name: Determine production artifact name
+        if: matrix.profile == 'production'
+        id: production-artifact
+        shell: bash
+        run: echo "name=docs-production-$(git write-tree)" >> "$GITHUB_OUTPUT"
+
+      - name: Package production docs site
+        if: matrix.profile == 'production'
+        run: tar --zstd -cf "$RUNNER_TEMP/docs-production.tar.zst" -C site/_site .
+
+      - name: Upload production docs artifact
+        if: matrix.profile == 'production'
+        uses: actions/upload-artifact@v4
+        with:
+          name: ${{ steps.production-artifact.outputs.name }}
+          path: ${{ runner.temp }}/docs-production.tar.zst
+          compression-level: 0
+          if-no-files-found: error
+          retention-days: 14
+
       # Release headroom and shrink before final lightweight steps & post-job
       - name: Release reserve & shrink
         if: always()
@@ -139,4 +141,4 @@ jobs:
 
       - name: Final disk usage
         if: always()
-        run: df -hT /
\ No newline at end of file
+        run: df -hT /

From 8020d7d9c2a741b7005dc730d94375b602bb8762 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 00:27:33 -0700
Subject: [PATCH 11/59] Fetch branch history for production artifact merge

---
 .github/workflows/deploy-docs-staging.yaml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/deploy-docs-staging.yaml b/.github/workflows/deploy-docs-staging.yaml
index 812915e978..1681ea6d5c 100644
--- a/.github/workflows/deploy-docs-staging.yaml
+++ b/.github/workflows/deploy-docs-staging.yaml
@@ -54,6 +54,10 @@ jobs:
     steps:
       - name: Check out documentation repository
         uses: actions/checkout@v4
+        with:
+          # The production build predicts the staging-to-prod merge tree and
+          # therefore needs the shared branch history, not a depth-one clone.
+          fetch-depth: 0
 
       # Production can contain hotfixes that have not flowed back to staging.
       # Build the artifact from the tree that a staging-to-prod merge will

From 438d1ba952bc52afd42ab8cfc5ce64d34986b68b Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 00:30:11 -0700
Subject: [PATCH 12/59] Add full documentation merge gate

---
 .github/workflows/full-docs-validation.yaml | 132 ++++++++++++++++++++
 1 file changed, 132 insertions(+)
 create mode 100644 .github/workflows/full-docs-validation.yaml

diff --git a/.github/workflows/full-docs-validation.yaml b/.github/workflows/full-docs-validation.yaml
new file mode 100644
index 0000000000..6da9d703e9
--- /dev/null
+++ b/.github/workflows/full-docs-validation.yaml
@@ -0,0 +1,132 @@
+name: Full docs validation
+
+on:
+  merge_group:
+    types: [checks_requested]
+  pull_request:
+    types: [labeled]
+  workflow_dispatch:
+
+concurrency:
+  group: full-docs-validation-${{ github.event.pull_request.number || github.event.merge_group.head_sha || github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  actions: write
+  contents: read
+
+jobs:
+  full-docs-validation:
+    name: Full docs validation
+    if: github.event_name != 'pull_request' || github.event.label.name == 'full-validation'
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Check out documentation repository
+        uses: actions/checkout@v4
+
+      - name: Resolve source revisions
+        id: sources
+        env:
+          GH_TOKEN: ${{ secrets.DOCS_CI_RO_PAT }}
+        run: |
+          echo "library=$(gh api repos/validmind/validmind-library/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+          echo "installation=$(gh api repos/validmind/installation/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+          echo "release_notes=$(gh api repos/validmind/release-notes/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+          echo "backend=$(gh api repos/validmind/backend/commits/main --jq .sha)" >> "$GITHUB_OUTPUT"
+
+      - name: Free space + create reserve
+        uses: ./.github/actions/free-disk-space
+        with:
+          remove_dotnet: "true"
+          remove_android: "true"
+          remove_haskell: "true"
+          prune_docker: "true"
+          apt_cleanup: "true"
+          create_reserve_gb: "3"
+
+      - name: Verify copyright headers
+        run: make -C site verify-copyright
+
+      - name: Build complete production docs site
+        uses: ./.github/actions/build-docs-site
+        with:
+          profile: production
+          docs_ci_ro_pat: ${{ secrets.DOCS_CI_RO_PAT }}
+          quarto_version: ${{ vars.QUARTO_VERSION }}
+          library_ref: ${{ steps.sources.outputs.library }}
+          installation_ref: ${{ steps.sources.outputs.installation }}
+          release_notes_ref: ${{ steps.sources.outputs.release_notes }}
+          backend_ref: ${{ steps.sources.outputs.backend }}
+
+      - name: Test for render warnings or errors
+        run: |
+          if grep -q 'WARN\|WARNING\|ERROR:' site/render_errors.log; then
+            echo "Warnings or errors detected during Quarto render"
+            cat site/render_errors.log
+            exit 1
+          fi
+          echo "No warnings or errors detected during Quarto render"
+
+      - name: Install pandoc
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y pandoc
+
+      - name: Verify chatbot product map is up to date
+        run: |
+          set -euo pipefail
+          python3 site/scripts/generate_chatbot_product_map.py
+          git diff --exit-code -- \
+            site/llm/chatbot-product-map.md \
+            site/llm/chatbot-product-map-frontend-snapshot.json
+
+      - name: Test chatbot product map generator
+        run: python3 -m unittest discover -s site/scripts -p 'test_generate_chatbot_product_map.py' -v
+
+      - name: Validate LLM markdown render
+        run: bash llm/render.sh && bash llm/clean.sh
+        working-directory: site
+
+      - name: Verify required LLM corpus content
+        run: |
+          test -f site/llm/_llm-output/chatbot-product-map.md
+          test -f site/llm/_llm-output/AGENTS.md
+          test -f site/llm/_llm-output/about/using-the-documentation.md
+          test ! -f site/llm/_llm-output/about/contributing/validmind-community.md
+          test ! -d site/llm/_llm-output/about/contributing/style-guide
+
+      - name: Determine artifact name
+        id: artifact
+        run: echo "name=docs-production-$(git rev-parse 'HEAD^{tree}')" >> "$GITHUB_OUTPUT"
+
+      - name: Package validated production site
+        run: tar --zstd -cf "$RUNNER_TEMP/docs-production.tar.zst" -C site/_site .
+
+      - name: Upload validated production artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: ${{ steps.artifact.outputs.name }}
+          path: ${{ runner.temp }}/docs-production.tar.zst
+          compression-level: 0
+          if-no-files-found: error
+          retention-days: 14
+
+      - name: Release reserve and shrink
+        if: always()
+        uses: ./.github/actions/free-disk-space
+        with:
+          release_reserve: "true"
+          remove_paths: |
+            site/_source/installation
+            site/_source/release-notes
+            site/_source/backend
+            site/render_errors.log
+            site/_freeze
+            site/llm/_llm-output
+            dev.env
+            valid.env
+
+      - name: Final disk usage
+        if: always()
+        run: df -hT /

From 0010a27e56f2b5f38cfac53e4c722f81dece0dfe Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 09:55:45 -0700
Subject: [PATCH 13/59] Use targeted renders for docs PR previews

---
 .../scripts/select_docs_preview_targets.py    | 118 +++++++++++++++++
 .../test_select_docs_preview_targets.py       |  65 ++++++++++
 .../request-full-docs-validation.yaml         |  57 ++++++++
 .github/workflows/validate-docs-site.yaml     | 122 ++++++++++++++----
 4 files changed, 337 insertions(+), 25 deletions(-)
 create mode 100644 .github/scripts/select_docs_preview_targets.py
 create mode 100644 .github/scripts/test_select_docs_preview_targets.py
 create mode 100644 .github/workflows/request-full-docs-validation.yaml

diff --git a/.github/scripts/select_docs_preview_targets.py b/.github/scripts/select_docs_preview_targets.py
new file mode 100644
index 0000000000..8632116892
--- /dev/null
+++ b/.github/scripts/select_docs_preview_targets.py
@@ -0,0 +1,118 @@
+#!/usr/bin/env python3
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+"""Select pages that are safe to render incrementally for a PR preview."""
+
+from __future__ import annotations
+
+import argparse
+import subprocess
+from dataclasses import dataclass
+from pathlib import Path, PurePosixPath
+
+
+PAGE_SUFFIXES = {".qmd", ".md", ".ipynb"}
+ASSET_SUFFIXES = {".avif", ".gif", ".jpeg", ".jpg", ".pdf", ".png", ".svg", ".webp"}
+UNSAFE_TOP_LEVEL = {
+    "_extensions",
+    "_freeze",
+    "_source",
+    "environments",
+    "llm",
+    "scripts",
+}
+
+
+@dataclass(frozen=True)
+class Selection:
+    targets: tuple[str, ...] = ()
+    assets: tuple[str, ...] = ()
+    fallback_reason: str | None = None
+
+    @property
+    def is_targeted(self) -> bool:
+        return self.fallback_reason is None
+
+
+def select(changes: list[tuple[str, tuple[str, ...]]]) -> Selection:
+    targets: set[str] = set()
+    assets: set[str] = set()
+
+    for status, paths in changes:
+        if status not in {"A", "M"} or len(paths) != 1:
+            return Selection(fallback_reason=f"{status} change requires a full render")
+
+        path = PurePosixPath(paths[0])
+        if not path.parts or path.parts[0] != "site" or len(path.parts) < 2:
+            return Selection(fallback_reason=f"{path} is outside targetable site content")
+
+        relative = PurePosixPath(*path.parts[1:])
+        if relative.parts[0] in UNSAFE_TOP_LEVEL:
+            return Selection(fallback_reason=f"{path} can affect generated or global content")
+        if any(part.startswith("_") for part in relative.parts):
+            return Selection(fallback_reason=f"{path} is Quarto metadata or shared content")
+
+        suffix = relative.suffix.lower()
+        if suffix in PAGE_SUFFIXES:
+            targets.add(relative.as_posix())
+        elif suffix in ASSET_SUFFIXES:
+            assets.add(relative.as_posix())
+        else:
+            return Selection(fallback_reason=f"{path} is not a targetable page or asset")
+
+    if not targets:
+        return Selection(fallback_reason="no changed renderable pages were found")
+
+    return Selection(tuple(sorted(targets)), tuple(sorted(assets)))
+
+
+def parse_name_status(output: str) -> list[tuple[str, tuple[str, ...]]]:
+    changes: list[tuple[str, tuple[str, ...]]] = []
+    for line in output.splitlines():
+        fields = line.split("\t")
+        if len(fields) < 2:
+            raise ValueError(f"Unexpected git diff line: {line!r}")
+        changes.append((fields[0][0], tuple(fields[1:])))
+    return changes
+
+
+def git_changes(base: str, head: str) -> list[tuple[str, tuple[str, ...]]]:
+    result = subprocess.run(
+        ["git", "diff", "--name-status", "--find-renames", f"{base}...{head}"],
+        check=True,
+        capture_output=True,
+        text=True,
+    )
+    return parse_name_status(result.stdout)
+
+
+def write_lines(path: Path, values: tuple[str, ...]) -> None:
+    path.write_text("".join(f"{value}\n" for value in values))
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--base", required=True)
+    parser.add_argument("--head", default="HEAD")
+    parser.add_argument("--targets", type=Path, required=True)
+    parser.add_argument("--assets", type=Path, required=True)
+    args = parser.parse_args()
+
+    selection = select(git_changes(args.base, args.head))
+    if not selection.is_targeted:
+        print(f"Full render required: {selection.fallback_reason}")
+        return 3
+
+    write_lines(args.targets, selection.targets)
+    write_lines(args.assets, selection.assets)
+    print("Targeted render pages:")
+    print("\n".join(selection.targets))
+    if selection.assets:
+        print("Targeted preview assets:")
+        print("\n".join(selection.assets))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/.github/scripts/test_select_docs_preview_targets.py b/.github/scripts/test_select_docs_preview_targets.py
new file mode 100644
index 0000000000..e43210e905
--- /dev/null
+++ b/.github/scripts/test_select_docs_preview_targets.py
@@ -0,0 +1,65 @@
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+import unittest
+
+from select_docs_preview_targets import parse_name_status, select
+
+
+class SelectDocsPreviewTargetsTest(unittest.TestCase):
+    def test_selects_changed_pages_and_assets(self):
+        result = select(
+            [
+                ("M", ("site/guide/example.qmd",)),
+                ("A", ("site/guide/images/example.png",)),
+            ]
+        )
+
+        self.assertTrue(result.is_targeted)
+        self.assertEqual(result.targets, ("guide/example.qmd",))
+        self.assertEqual(result.assets, ("guide/images/example.png",))
+
+    def test_global_quarto_change_requires_full_render(self):
+        result = select([("M", ("site/_quarto.yml",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_shared_metadata_requires_full_render(self):
+        result = select([("M", ("site/releases/_metadata.yml",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_deleted_page_requires_full_render(self):
+        result = select([("D", ("site/guide/old.qmd",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_non_site_change_requires_full_render(self):
+        result = select([("M", (".github/workflows/example.yaml",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_asset_only_change_requires_full_render(self):
+        result = select([("M", ("site/guide/images/example.png",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_generated_corpus_change_requires_full_render(self):
+        result = select([("M", ("site/llm/AGENTS.md",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_parses_renames_for_safe_fallback(self):
+        changes = parse_name_status(
+            "R100\tsite/guide/old.qmd\tsite/guide/new.qmd\n"
+        )
+
+        self.assertEqual(
+            changes,
+            [("R", ("site/guide/old.qmd", "site/guide/new.qmd"))],
+        )
+        self.assertFalse(select(changes).is_targeted)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/.github/workflows/request-full-docs-validation.yaml b/.github/workflows/request-full-docs-validation.yaml
new file mode 100644
index 0000000000..fdc186c397
--- /dev/null
+++ b/.github/workflows/request-full-docs-validation.yaml
@@ -0,0 +1,57 @@
+name: Request full docs validation
+
+on:
+  pull_request:
+    types: [synchronize]
+  pull_request_review:
+    types: [submitted]
+
+permissions:
+  actions: write
+  contents: read
+  pull-requests: read
+
+jobs:
+  request:
+    if: >-
+      github.event_name != 'pull_request_review' ||
+      github.event.review.state == 'approved'
+    runs-on: ubuntu-latest
+    steps:
+      - name: Dispatch validation for approved revision
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const pullRequest = context.payload.pull_request;
+            const result = await github.graphql(`
+              query($owner: String!, $repo: String!, $number: Int!) {
+                repository(owner: $owner, name: $repo) {
+                  pullRequest(number: $number) {
+                    reviewDecision
+                  }
+                }
+              }
+            `, {
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              number: pullRequest.number,
+            });
+
+            const decision = result.repository.pullRequest.reviewDecision;
+            if (decision !== 'APPROVED') {
+              console.log(`PR #${pullRequest.number} is ${decision || 'not approved'}; no full validation requested.`);
+              return;
+            }
+
+            if (pullRequest.head.repo.full_name !== context.payload.repository.full_name) {
+              core.setFailed('Approved fork PRs require a maintainer branch before full validation can run.');
+              return;
+            }
+
+            await github.rest.actions.createWorkflowDispatch({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              workflow_id: 'full-docs-validation.yaml',
+              ref: pullRequest.head.ref,
+            });
+            console.log(`Requested full validation for PR #${pullRequest.number} at ${pullRequest.head.sha}.`);
diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 5e81cd6896..886e357e50 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -63,10 +63,46 @@ jobs:
         cat .release-preview-targets
         echo "fast=true" >> "$GITHUB_OUTPUT"
 
+    - name: Determine preview render scope
+      id: preview
+      env:
+        BASE_SHA: ${{ github.event.pull_request.base.sha }}
+      run: |
+        set -euo pipefail
+        if [[ "${{ steps.release-preview.outputs.fast }}" == "true" ]]; then
+          echo "targeted=true" >> "$GITHUB_OUTPUT"
+          echo "mode=release" >> "$GITHUB_OUTPUT"
+          exit 0
+        fi
+
+        set +e
+        python3 .github/scripts/select_docs_preview_targets.py \
+          --base "$BASE_SHA" \
+          --head HEAD \
+          --targets .preview-targets \
+          --assets .preview-assets
+        selector_status=$?
+        set -e
+
+        case "$selector_status" in
+          0)
+            echo "targeted=true" >> "$GITHUB_OUTPUT"
+            echo "mode=docs" >> "$GITHUB_OUTPUT"
+            ;;
+          3)
+            echo "targeted=false" >> "$GITHUB_OUTPUT"
+            echo "mode=full" >> "$GITHUB_OUTPUT"
+            ;;
+          *)
+            echo "Preview target selection failed with status $selector_status"
+            exit "$selector_status"
+            ;;
+        esac
+
     # Full validation needs generated sources and extra disk headroom. Automated
-    # release-note previews reuse the already validated staging build instead.
+    # and safely targeted previews reuse the validated staging build instead.
     - name: Free space + create reserve
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: ./.github/actions/free-disk-space
       with:
         remove_dotnet: "true"
@@ -77,7 +113,7 @@ jobs:
         create_reserve_gb: "3"
 
     - name: Check out validmind-library repository
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/validmind-library
@@ -85,7 +121,7 @@ jobs:
         token: ${{ secrets.DOCS_CI_RO_PAT }}
 
     - name: Check out installation repository
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/installation
@@ -96,7 +132,7 @@ jobs:
         sparse-checkout-cone-mode: true
 
     - name: Check out backend repository
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/backend
@@ -107,7 +143,7 @@ jobs:
         sparse-checkout-cone-mode: true
 
     - name: Set up uv
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: astral-sh/setup-uv@v5
 
     - name: Verify copyright headers
@@ -120,11 +156,13 @@ jobs:
       with:
         version: pre-release
 
-    - name: Test preview index merge
-      run: python3 -m unittest discover -s .github/scripts -p 'test_merge_quarto_indexes.py' -v
+    - name: Test preview selection and index merge
+      run: |
+        python3 -m unittest discover -s .github/scripts -p 'test_select_docs_preview_targets.py' -v
+        python3 -m unittest discover -s .github/scripts -p 'test_merge_quarto_indexes.py' -v
 
     - name: Generate Python library docs
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         cd site/_source/validmind-library
         make install && make quarto-docs
@@ -134,12 +172,12 @@ jobs:
         rsync -av --exclude '_build' --exclude 'templates' _source/validmind-library/docs/ validmind/
 
     - name: Generate template schema docs
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         BACKEND_ROOT=site/_source/backend uv run --with json-schema-for-humans python scripts/generate_template_schema_docs.py
 
     - name: Populate installation
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: cp -r site/_source/installation/site/installation site/installation
 
     - name: Populate release notes
@@ -154,20 +192,24 @@ jobs:
       run: aws configure set aws_access_key_id ${{ secrets.AWS_ACCESS_KEY_ID_STAGING }} && aws configure set aws_secret_access_key ${{ secrets.AWS_SECRET_ACCESS_KEY_STAGING }} && aws configure set default.region us-east-1
 
     - name: Seed targeted render from staging
-      if: steps.release-preview.outputs.fast == 'true'
+      if: steps.preview.outputs.targeted == 'true'
       run: |
         mkdir -p site/_site/releases site/.preview-indexes site/validmind
         # The navbar links to this generated source file. The complete rendered
         # Python API is reused from staging; this placeholder only lets Quarto
         # resolve the link while rendering release pages.
         touch site/validmind/validmind.qmd
-        aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
-          --exclude "*" --include "*.html" --no-progress
         aws s3 cp s3://validmind-docs-staging/site/search.json site/.preview-indexes/search.json --no-progress
         aws s3 cp s3://validmind-docs-staging/site/listings.json site/.preview-indexes/listings.json --no-progress
 
+    - name: Seed release listing descriptions from staging
+      if: steps.preview.outputs.mode == 'release'
+      run: |
+        aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
+          --exclude "*" --include "*.html" --no-progress
+
     - name: Render targeted release preview
-      if: steps.release-preview.outputs.fast == 'true'
+      if: steps.preview.outputs.mode == 'release'
       run: |
         cd site
         : > render_errors.log
@@ -194,8 +236,32 @@ jobs:
           --base-listings .preview-indexes/listings.json \
           --partial-listings _site/listings.json
 
+    - name: Render targeted documentation preview
+      if: steps.preview.outputs.mode == 'docs'
+      run: |
+        cd site
+        : > render_errors.log
+        while read -r target; do
+          quarto render --profile development "$target" 2>&1 | tee -a render_errors.log || {
+            echo "Quarto render failed immediately"
+            cat render_errors.log
+            exit 1
+          }
+        done < ../.preview-targets
+
+        while read -r asset; do
+          [[ -z "$asset" ]] && continue
+          install -D "$asset" "_site/$asset"
+        done < ../.preview-assets
+
+        python3 ../.github/scripts/merge_quarto_indexes.py \
+          --base-search .preview-indexes/search.json \
+          --partial-search _site/search.json \
+          --base-listings .preview-indexes/listings.json \
+          --partial-listings _site/listings.json
+
     - name: Render demo docs site
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         cd site
         quarto render --profile development 2>&1 | tee render_errors.log || {
@@ -221,12 +287,18 @@ jobs:
     - name: Deploy PR preview
       run: |
         preview_path="s3://validmind-docs-staging/site/pr_previews/${{ github.head_ref }}"
-        if [[ "${{ steps.release-preview.outputs.fast }}" == "true" ]]; then
+        if [[ "${{ steps.preview.outputs.targeted }}" == "true" ]]; then
           aws s3 sync s3://validmind-docs-staging/site "$preview_path" \
             --delete --exclude "pr_previews/*" --exclude "notebooks/EXECUTED/*" --no-progress
-          aws s3 sync site/_site "$preview_path" \
-            --exclude "index.html" --exclude "notebooks/EXECUTED/*" --no-progress \
-            --cache-control "no-cache, max-age=0, must-revalidate"
+          if [[ "${{ steps.preview.outputs.mode }}" == "release" ]]; then
+            aws s3 sync site/_site "$preview_path" \
+              --exclude "index.html" --exclude "notebooks/EXECUTED/*" --no-progress \
+              --cache-control "no-cache, max-age=0, must-revalidate"
+          else
+            aws s3 sync site/_site "$preview_path" \
+              --exclude "notebooks/EXECUTED/*" --no-progress \
+              --cache-control "no-cache, max-age=0, must-revalidate"
+          fi
         else
           aws s3 sync site/_site "$preview_path" --delete \
             --exclude "notebooks/EXECUTED/*" \
@@ -284,13 +356,13 @@ jobs:
           console.log(`Dispatched Lighthouse check for PR #${context.issue.number}`);
 
     - name: Install pandoc
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         sudo apt-get update
         sudo apt-get install -y pandoc
 
     - name: Verify chatbot product map is up to date
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         set -euo pipefail
         python3 site/scripts/generate_chatbot_product_map.py
@@ -323,16 +395,16 @@ jobs:
         echo "Auto-committed refreshed site/llm/chatbot-product-map.md."
 
     - name: Test chatbot product map generator
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: python3 -m unittest discover -s site/scripts -p 'test_generate_chatbot_product_map.py' -v
 
     - name: Validate LLM markdown render
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: bash llm/render.sh && bash llm/clean.sh
       working-directory: site
 
     - name: Verify LLM corpus includes product map and docs IA hub
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         test -f site/llm/_llm-output/chatbot-product-map.md
         test -f site/llm/_llm-output/AGENTS.md

From d9b47cb454b5fa837649dc1b26872094afa4300c Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 09:56:43 -0700
Subject: [PATCH 14/59] Isolate full validation label concurrency

---
 .github/workflows/full-docs-validation.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/full-docs-validation.yaml b/.github/workflows/full-docs-validation.yaml
index 6da9d703e9..4f25ff7893 100644
--- a/.github/workflows/full-docs-validation.yaml
+++ b/.github/workflows/full-docs-validation.yaml
@@ -8,7 +8,7 @@ on:
   workflow_dispatch:
 
 concurrency:
-  group: full-docs-validation-${{ github.event.pull_request.number || github.event.merge_group.head_sha || github.ref }}
+  group: full-docs-validation-${{ github.event.pull_request.number || github.event.merge_group.head_sha || github.ref }}-${{ github.event.label.name || 'run' }}
   cancel-in-progress: true
 
 permissions:

From a5560f783d283472b25d21198bfc1f1640aff111 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 09:59:49 -0700
Subject: [PATCH 15/59] Avoid full-history checkout for preview scope

---
 .../scripts/select_docs_preview_targets.py    | 37 ++++++++++---------
 .../test_select_docs_preview_targets.py       |  8 ++--
 .github/workflows/validate-docs-site.yaml     | 16 +++++---
 3 files changed, 35 insertions(+), 26 deletions(-)

diff --git a/.github/scripts/select_docs_preview_targets.py b/.github/scripts/select_docs_preview_targets.py
index 8632116892..6365556153 100644
--- a/.github/scripts/select_docs_preview_targets.py
+++ b/.github/scripts/select_docs_preview_targets.py
@@ -7,7 +7,7 @@
 from __future__ import annotations
 
 import argparse
-import subprocess
+import sys
 from dataclasses import dataclass
 from pathlib import Path, PurePosixPath
 
@@ -22,6 +22,14 @@
     "llm",
     "scripts",
 }
+STATUS_MAP = {
+    "added": "A",
+    "modified": "M",
+    "removed": "D",
+    "renamed": "R",
+    "copied": "C",
+    "changed": "T",
+}
 
 
 @dataclass(frozen=True)
@@ -67,39 +75,34 @@ def select(changes: list[tuple[str, tuple[str, ...]]]) -> Selection:
     return Selection(tuple(sorted(targets)), tuple(sorted(assets)))
 
 
-def parse_name_status(output: str) -> list[tuple[str, tuple[str, ...]]]:
+def parse_changed_files(output: str) -> list[tuple[str, tuple[str, ...]]]:
     changes: list[tuple[str, tuple[str, ...]]] = []
     for line in output.splitlines():
         fields = line.split("\t")
         if len(fields) < 2:
-            raise ValueError(f"Unexpected git diff line: {line!r}")
-        changes.append((fields[0][0], tuple(fields[1:])))
+            raise ValueError(f"Unexpected changed-file line: {line!r}")
+        status = STATUS_MAP.get(fields[0], fields[0][0].upper())
+        changes.append((status, tuple(field for field in fields[1:] if field)))
     return changes
 
 
-def git_changes(base: str, head: str) -> list[tuple[str, tuple[str, ...]]]:
-    result = subprocess.run(
-        ["git", "diff", "--name-status", "--find-renames", f"{base}...{head}"],
-        check=True,
-        capture_output=True,
-        text=True,
-    )
-    return parse_name_status(result.stdout)
-
-
 def write_lines(path: Path, values: tuple[str, ...]) -> None:
     path.write_text("".join(f"{value}\n" for value in values))
 
 
 def main() -> int:
     parser = argparse.ArgumentParser()
-    parser.add_argument("--base", required=True)
-    parser.add_argument("--head", default="HEAD")
+    parser.add_argument("--changes", default="-")
     parser.add_argument("--targets", type=Path, required=True)
     parser.add_argument("--assets", type=Path, required=True)
     args = parser.parse_args()
 
-    selection = select(git_changes(args.base, args.head))
+    if args.changes == "-":
+        changed_files = sys.stdin.read()
+    else:
+        changed_files = Path(args.changes).read_text()
+
+    selection = select(parse_changed_files(changed_files))
     if not selection.is_targeted:
         print(f"Full render required: {selection.fallback_reason}")
         return 3
diff --git a/.github/scripts/test_select_docs_preview_targets.py b/.github/scripts/test_select_docs_preview_targets.py
index e43210e905..63edb3be40 100644
--- a/.github/scripts/test_select_docs_preview_targets.py
+++ b/.github/scripts/test_select_docs_preview_targets.py
@@ -3,7 +3,7 @@
 
 import unittest
 
-from select_docs_preview_targets import parse_name_status, select
+from select_docs_preview_targets import parse_changed_files, select
 
 
 class SelectDocsPreviewTargetsTest(unittest.TestCase):
@@ -50,13 +50,13 @@ def test_generated_corpus_change_requires_full_render(self):
         self.assertFalse(result.is_targeted)
 
     def test_parses_renames_for_safe_fallback(self):
-        changes = parse_name_status(
-            "R100\tsite/guide/old.qmd\tsite/guide/new.qmd\n"
+        changes = parse_changed_files(
+            "renamed\tsite/guide/new.qmd\tsite/guide/old.qmd\n"
         )
 
         self.assertEqual(
             changes,
-            [("R", ("site/guide/old.qmd", "site/guide/new.qmd"))],
+            [("R", ("site/guide/new.qmd", "site/guide/old.qmd"))],
         )
         self.assertFalse(select(changes).is_targeted)
 
diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 886e357e50..48e506435a 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -10,6 +10,10 @@ permissions:
   issues: write
   pull-requests: write
 
+concurrency:
+  group: validate-docs-${{ github.event.pull_request.number }}
+  cancel-in-progress: true
+
 jobs:
   validate:
     runs-on: ubuntu-latest
@@ -20,7 +24,7 @@ jobs:
       uses: actions/checkout@v4
       with:
         ref: ${{ github.head_ref }}
-        fetch-depth: 0
+        fetch-depth: 1
         token: ${{ secrets.GITHUB_TOKEN }}
 
     - name: Check out release-notes repository
@@ -66,7 +70,8 @@ jobs:
     - name: Determine preview render scope
       id: preview
       env:
-        BASE_SHA: ${{ github.event.pull_request.base.sha }}
+        GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        PR_NUMBER: ${{ github.event.pull_request.number }}
       run: |
         set -euo pipefail
         if [[ "${{ steps.release-preview.outputs.fast }}" == "true" ]]; then
@@ -76,9 +81,10 @@ jobs:
         fi
 
         set +e
-        python3 .github/scripts/select_docs_preview_targets.py \
-          --base "$BASE_SHA" \
-          --head HEAD \
+        gh api --paginate "repos/${GITHUB_REPOSITORY}/pulls/${PR_NUMBER}/files" \
+          --jq '.[] | [.status, .filename, (.previous_filename // "")] | @tsv' \
+          | python3 .github/scripts/select_docs_preview_targets.py \
+          --changes - \
           --targets .preview-targets \
           --assets .preview-assets
         selector_status=$?

From 5dec66e04ad5271fa1bd1c9fd4233160a84c5bd7 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 10:11:52 -0700
Subject: [PATCH 16/59] Gate production deploys on validated artifacts

---
 .github/workflows/deploy-docs-prod.yaml       | 62 ++++++++-----------
 .github/workflows/deploy-docs-staging.yaml    | 48 ++++++++++++++
 .github/workflows/full-docs-validation.yaml   |  4 +-
 .../request-full-docs-validation.yaml         | 57 -----------------
 4 files changed, 75 insertions(+), 96 deletions(-)
 delete mode 100644 .github/workflows/request-full-docs-validation.yaml

diff --git a/.github/workflows/deploy-docs-prod.yaml b/.github/workflows/deploy-docs-prod.yaml
index f776ba1f9a..a5cf93268d 100644
--- a/.github/workflows/deploy-docs-prod.yaml
+++ b/.github/workflows/deploy-docs-prod.yaml
@@ -37,21 +37,31 @@ jobs:
         run: |
           set -euo pipefail
           name="docs-production-$(git rev-parse 'HEAD^{tree}')"
-          run_id=$(gh api "repos/${{ github.repository }}/actions/artifacts?name=$name&per_page=100" \
-            --jq '[.artifacts[] | select(.expired == false)] | sort_by(.created_at) | reverse | .[0].workflow_run.id // empty')
-
           echo "name=$name" >> "$GITHUB_OUTPUT"
-          if [[ -n "$run_id" ]]; then
-            echo "Found $name in workflow run $run_id"
-            echo "found=true" >> "$GITHUB_OUTPUT"
-            echo "run_id=$run_id" >> "$GITHUB_OUTPUT"
-          else
-            echo "No matching artifact found; falling back to a full production build."
-            echo "found=false" >> "$GITHUB_OUTPUT"
+
+          run_id=""
+          while read -r candidate; do
+            [[ -z "$candidate" ]] && continue
+            run=$(gh api "repos/${{ github.repository }}/actions/runs/$candidate")
+            run_path=$(jq -r .path <<< "$run")
+            conclusion=$(jq -r .conclusion <<< "$run")
+            if [[ "$run_path" == ".github/workflows/deploy-docs-staging.yaml" && "$conclusion" == "success" ]]; then
+              run_id="$candidate"
+              break
+            fi
+            echo "Ignoring $name from untrusted or unsuccessful workflow run $candidate ($run_path: $conclusion)"
+          done < <(gh api "repos/${{ github.repository }}/actions/artifacts?name=$name&per_page=100" \
+            --jq '[.artifacts[] | select(.expired == false)] | sort_by(.created_at) | reverse | .[].workflow_run.id')
+
+          if [[ -z "$run_id" ]]; then
+            echo "::error::No fully validated production artifact named $name was produced by a successful staging workflow. Production was not modified."
+            exit 1
           fi
 
+          echo "Found validated $name in staging workflow run $run_id"
+          echo "run_id=$run_id" >> "$GITHUB_OUTPUT"
+
       - name: Download prebuilt production docs
-        if: steps.production-artifact.outputs.found == 'true'
         uses: actions/download-artifact@v4
         with:
           name: ${{ steps.production-artifact.outputs.name }}
@@ -61,35 +71,15 @@ jobs:
           run-id: ${{ steps.production-artifact.outputs.run_id }}
 
       - name: Extract prebuilt production docs
-        if: steps.production-artifact.outputs.found == 'true'
         run: |
           mkdir -p site/_site
           tar --zstd -xf "$RUNNER_TEMP/production-artifact/docs-production.tar.zst" -C site/_site
 
-      # Reclaim space only when the prebuilt artifact is unavailable and the
-      # workflow must perform the original full-site build.
-      - name: Free space + create reserve
-        if: steps.production-artifact.outputs.found != 'true'
-        uses: ./.github/actions/free-disk-space
-        with:
-          remove_dotnet: "true"
-          remove_android: "true"
-          remove_haskell: "true"
-          prune_docker: "true"
-          apt_cleanup: "true"
-          create_reserve_gb: "3"
-
-      - name: Build production docs site
-        if: steps.production-artifact.outputs.found != 'true'
-        uses: ./.github/actions/build-docs-site
-        with:
-          profile: production
-          docs_ci_ro_pat: ${{ secrets.DOCS_CI_RO_PAT }}
-          quarto_version: ${{ vars.QUARTO_VERSION }}
-          library_ref: main
-          installation_ref: main
-          release_notes_ref: main
-          backend_ref: main
+      - name: Verify production artifact contents
+        run: |
+          test -s site/_site/index.html
+          test -s site/_site/search.json
+          test -s site/_site/listings.json
 
       # Prod bucket is in us-east-1
       - name: Configure AWS credentials
diff --git a/.github/workflows/deploy-docs-staging.yaml b/.github/workflows/deploy-docs-staging.yaml
index 1681ea6d5c..38d88dbb4b 100644
--- a/.github/workflows/deploy-docs-staging.yaml
+++ b/.github/workflows/deploy-docs-staging.yaml
@@ -73,6 +73,10 @@ jobs:
           git switch --detach origin/prod
           git merge --no-commit --no-ff "$source_sha"
 
+      - name: Verify copyright headers
+        if: matrix.profile == 'production'
+        run: make -C site verify-copyright
+
       # Reclaim space + create a reserve for deterministic headroom
       - name: Free space + create reserve
         uses: ./.github/actions/free-disk-space
@@ -95,6 +99,49 @@ jobs:
           release_notes_ref: ${{ needs.resolve-sources.outputs.release_notes }}
           backend_ref: ${{ needs.resolve-sources.outputs.backend }}
 
+      - name: Test production render for warnings or errors
+        if: matrix.profile == 'production'
+        run: |
+          if grep -q 'WARN\|WARNING\|ERROR:' site/render_errors.log; then
+            echo "Warnings or errors detected during the production render"
+            cat site/render_errors.log
+            exit 1
+          fi
+          echo "No warnings or errors detected during the production render"
+
+      - name: Install pandoc
+        if: matrix.profile == 'production'
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y pandoc
+
+      - name: Verify chatbot product map is up to date
+        if: matrix.profile == 'production'
+        run: |
+          set -euo pipefail
+          python3 site/scripts/generate_chatbot_product_map.py
+          git diff --exit-code -- \
+            site/llm/chatbot-product-map.md \
+            site/llm/chatbot-product-map-frontend-snapshot.json
+
+      - name: Test chatbot product map generator
+        if: matrix.profile == 'production'
+        run: python3 -m unittest discover -s site/scripts -p 'test_generate_chatbot_product_map.py' -v
+
+      - name: Validate LLM markdown render
+        if: matrix.profile == 'production'
+        run: bash llm/render.sh && bash llm/clean.sh
+        working-directory: site
+
+      - name: Verify required LLM corpus content
+        if: matrix.profile == 'production'
+        run: |
+          test -f site/llm/_llm-output/chatbot-product-map.md
+          test -f site/llm/_llm-output/AGENTS.md
+          test -f site/llm/_llm-output/about/using-the-documentation.md
+          test ! -f site/llm/_llm-output/about/contributing/validmind-community.md
+          test ! -d site/llm/_llm-output/about/contributing/style-guide
+
       - name: Add robots.txt for staging
         if: matrix.profile == 'staging'
         run: cp site/environments/robots-staging.txt site/_site/robots.txt
@@ -140,6 +187,7 @@ jobs:
             site/_source/backend
             site/render_errors.log
             site/_freeze
+            site/llm/_llm-output
             dev.env
             valid.env
 
diff --git a/.github/workflows/full-docs-validation.yaml b/.github/workflows/full-docs-validation.yaml
index 4f25ff7893..68900beca3 100644
--- a/.github/workflows/full-docs-validation.yaml
+++ b/.github/workflows/full-docs-validation.yaml
@@ -1,14 +1,12 @@
 name: Full docs validation
 
 on:
-  merge_group:
-    types: [checks_requested]
   pull_request:
     types: [labeled]
   workflow_dispatch:
 
 concurrency:
-  group: full-docs-validation-${{ github.event.pull_request.number || github.event.merge_group.head_sha || github.ref }}-${{ github.event.label.name || 'run' }}
+  group: full-docs-validation-${{ github.event.pull_request.number || github.ref }}-${{ github.event.label.name || 'run' }}
   cancel-in-progress: true
 
 permissions:
diff --git a/.github/workflows/request-full-docs-validation.yaml b/.github/workflows/request-full-docs-validation.yaml
deleted file mode 100644
index fdc186c397..0000000000
--- a/.github/workflows/request-full-docs-validation.yaml
+++ /dev/null
@@ -1,57 +0,0 @@
-name: Request full docs validation
-
-on:
-  pull_request:
-    types: [synchronize]
-  pull_request_review:
-    types: [submitted]
-
-permissions:
-  actions: write
-  contents: read
-  pull-requests: read
-
-jobs:
-  request:
-    if: >-
-      github.event_name != 'pull_request_review' ||
-      github.event.review.state == 'approved'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Dispatch validation for approved revision
-        uses: actions/github-script@v7
-        with:
-          script: |
-            const pullRequest = context.payload.pull_request;
-            const result = await github.graphql(`
-              query($owner: String!, $repo: String!, $number: Int!) {
-                repository(owner: $owner, name: $repo) {
-                  pullRequest(number: $number) {
-                    reviewDecision
-                  }
-                }
-              }
-            `, {
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              number: pullRequest.number,
-            });
-
-            const decision = result.repository.pullRequest.reviewDecision;
-            if (decision !== 'APPROVED') {
-              console.log(`PR #${pullRequest.number} is ${decision || 'not approved'}; no full validation requested.`);
-              return;
-            }
-
-            if (pullRequest.head.repo.full_name !== context.payload.repository.full_name) {
-              core.setFailed('Approved fork PRs require a maintainer branch before full validation can run.');
-              return;
-            }
-
-            await github.rest.actions.createWorkflowDispatch({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              workflow_id: 'full-docs-validation.yaml',
-              ref: pullRequest.head.ref,
-            });
-            console.log(`Requested full validation for PR #${pullRequest.number} at ${pullRequest.head.sha}.`);

From c1dcb6f2a1d9e09151b7652fba2b6655af641d72 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 10:14:14 -0700
Subject: [PATCH 17/59] Bridge targeted validation into merge queue

---
 .../workflows/validate-docs-merge-group.yaml   | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)
 create mode 100644 .github/workflows/validate-docs-merge-group.yaml

diff --git a/.github/workflows/validate-docs-merge-group.yaml b/.github/workflows/validate-docs-merge-group.yaml
new file mode 100644
index 0000000000..dd05a64f4b
--- /dev/null
+++ b/.github/workflows/validate-docs-merge-group.yaml
@@ -0,0 +1,18 @@
+name: Validate docs merge group
+
+on:
+  merge_group:
+    types: [checks_requested]
+
+permissions:
+  contents: read
+
+jobs:
+  validate:
+    name: validate
+    runs-on: ubuntu-latest
+    steps:
+      - name: Confirm queued revision
+        run: |
+          echo "The pull request revision passed its targeted preview validation."
+          echo "The complete production site will be built and validated after merge before production deployment is allowed."

From 0a5e8c4da8022cf0917374635ed775d27d32dd73 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 10:47:44 -0700
Subject: [PATCH 18/59] Document docs CI and deployment invariants

---
 AGENTS.md | 29 +++++++++++++++++++++++++++++
 1 file changed, 29 insertions(+)

diff --git a/AGENTS.md b/AGENTS.md
index 52f3c75e8c..3a98ccb3d9 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -48,3 +48,32 @@ Documentation is written in Quarto Markdown (`.qmd`). Key conventions:
 - Variables use `{{< var name >}}` syntax (defined in `_variables.yml`)
 - Cross-references use relative paths ending in `.qmd`
 - Images are stored alongside their `.qmd` files
+
+## Pull requests and release notes
+
+Documentation pull requests must follow the repository's release-note policy:
+
+- Internal workflow, tooling, or maintenance changes use the `internal` label.
+- External changes use an appropriate release-note label and include content in the pull request's release-notes section.
+
+The required `validate` check is the pull-request feedback gate. For ordinary content changes, it renders only safely targetable changed pages and assets and builds the preview on top of the validated staging site. It falls back to a complete preview render for changes that can have global or ambiguous effects, including Quarto configuration or metadata, generated content, deletions, and renames.
+
+## Documentation delivery
+
+Documentation moves through `main` → `staging` → `prod`:
+
+1. Pull requests into `main` receive preview validation and normal review.
+2. After merge, the staging workflow renders the complete staging site and the prospective production site in parallel.
+3. The prospective production build runs the complete production-profile validation and uploads an immutable artifact keyed to the exact Git tree that a `staging` → `prod` merge will create.
+4. The production workflow deploys only that exact-tree artifact from a successful staging workflow run. If the artifact is missing, expired, or came from another workflow, production deployment must fail before loading AWS credentials or modifying production.
+
+The merge-queue `validate` bridge does not render the site again. It records that the pull-request revision passed preview validation; the complete production safety boundary is the post-merge staging artifact.
+
+## CI invariants
+
+When changing documentation workflows, preserve these constraints:
+
+- Do not add a fallback build to the production deployment workflow. Missing validated artifacts must fail closed.
+- Keep full Git history available when preparing the prospective production tree. A shallow checkout cannot establish the shared `staging`/`prod` history and causes Git to reject the merge as unrelated histories.
+- Keep targeted preview runs cancelable so a newer commit supersedes obsolete work.
+- Treat preview rendering and production validation as different responsibilities: previews provide fast author feedback; only the complete post-merge production-profile build can authorize a production artifact.

From 5ee968e75259bf24c85a7aa1b1620f8c59b4e4c0 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 13:34:57 -0700
Subject: [PATCH 19/59] chore: use release-notes main for v2.13.5 preview

---
 .github/workflows/validate-docs-site.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index c7982743e8..48e506435a 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -31,7 +31,6 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
-        ref: automated/library-v2.13.5
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From 74648660aac31942cfc727839f29f288374ab4ba Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 17:56:36 -0700
Subject: [PATCH 20/59] ci: add reusable release notes preview workflow

---
 .github/workflows/release-notes-preview.yaml | 217 +++++++++++++++++++
 1 file changed, 217 insertions(+)
 create mode 100644 .github/workflows/release-notes-preview.yaml

diff --git a/.github/workflows/release-notes-preview.yaml b/.github/workflows/release-notes-preview.yaml
new file mode 100644
index 0000000000..eb2c1aeea7
--- /dev/null
+++ b/.github/workflows/release-notes-preview.yaml
@@ -0,0 +1,217 @@
+name: Release notes preview
+
+run-name: Release notes preview | ${{ github.event.client_payload.correlation_id || inputs.correlation_id }}
+
+on:
+  workflow_call:
+    inputs:
+      release_notes_sha:
+        description: Immutable commit from validmind/release-notes
+        required: true
+        type: string
+      release_notes_ref:
+        description: Human-readable source branch
+        required: true
+        type: string
+      release_notes_pr:
+        description: Pull request number in validmind/release-notes
+        required: true
+        type: string
+      correlation_id:
+        description: Unique identifier used by callers to find this run
+        required: true
+        type: string
+    outputs:
+      preview_url:
+        description: Deployed documentation preview URL
+        value: ${{ jobs.preview.outputs.preview_url }}
+    secrets:
+      docs_ci_ro_pat:
+        required: true
+      aws_access_key_id_staging:
+        required: true
+      aws_secret_access_key_staging:
+        required: true
+  repository_dispatch:
+    types: [release-notes-preview]
+
+permissions:
+  contents: read
+
+concurrency:
+  group: release-notes-preview-${{ github.event.client_payload.release_notes_pr || inputs.release_notes_pr }}
+  cancel-in-progress: true
+
+jobs:
+  preview:
+    runs-on: ubuntu-latest
+    outputs:
+      preview_url: ${{ steps.source.outputs.preview_url }}
+    steps:
+      - name: Normalize and validate source request
+        id: source
+        env:
+          CALL_SHA: ${{ inputs.release_notes_sha }}
+          CALL_REF: ${{ inputs.release_notes_ref }}
+          CALL_PR: ${{ inputs.release_notes_pr }}
+          DISPATCH_SHA: ${{ github.event.client_payload.release_notes_sha }}
+          DISPATCH_REF: ${{ github.event.client_payload.release_notes_ref }}
+          DISPATCH_PR: ${{ github.event.client_payload.release_notes_pr }}
+          GH_TOKEN: ${{ secrets.DOCS_CI_RO_PAT || secrets.docs_ci_ro_pat }}
+        run: |
+          set -euo pipefail
+          sha="${DISPATCH_SHA:-$CALL_SHA}"
+          ref="${DISPATCH_REF:-$CALL_REF}"
+          pr="${DISPATCH_PR:-$CALL_PR}"
+
+          [[ "$sha" =~ ^[0-9a-f]{40}$ ]] || { echo "Invalid release-notes SHA"; exit 1; }
+          [[ "$pr" =~ ^[0-9]+$ ]] || { echo "Invalid release-notes PR number"; exit 1; }
+          [[ "$ref" == automated/* || "$ref" == codex/* ]] || {
+            echo "Release-notes preview refs must use an approved branch prefix"
+            exit 1
+          }
+
+          actual_sha=$(gh api "repos/validmind/release-notes/pulls/$pr" --jq .head.sha)
+          actual_ref=$(gh api "repos/validmind/release-notes/pulls/$pr" --jq .head.ref)
+          actual_repo=$(gh api "repos/validmind/release-notes/pulls/$pr" --jq .head.repo.full_name)
+          state=$(gh api "repos/validmind/release-notes/pulls/$pr" --jq .state)
+          [[ "$actual_sha" == "$sha" && "$actual_ref" == "$ref" ]] || {
+            echo "Dispatch payload does not match release-notes PR #$pr"
+            exit 1
+          }
+          [[ "$actual_repo" == "validmind/release-notes" && "$state" == "open" ]] || {
+            echo "Only open, same-repository release-notes PRs may deploy previews"
+            exit 1
+          }
+
+          preview_key="release-notes/pr-$pr"
+          echo "sha=$sha" >> "$GITHUB_OUTPUT"
+          echo "ref=$ref" >> "$GITHUB_OUTPUT"
+          echo "pr=$pr" >> "$GITHUB_OUTPUT"
+          echo "preview_key=$preview_key" >> "$GITHUB_OUTPUT"
+          echo "preview_url=https://docs-staging.validmind.ai/pr_previews/$preview_key/index.html" >> "$GITHUB_OUTPUT"
+
+      - name: Check out documentation repository
+        uses: actions/checkout@v4
+        with:
+          ref: main
+          fetch-depth: 1
+
+      - name: Check out release-notes revision
+        uses: actions/checkout@v4
+        with:
+          repository: validmind/release-notes
+          ref: ${{ steps.source.outputs.sha }}
+          path: site/_source/release-notes
+          token: ${{ secrets.DOCS_CI_RO_PAT || secrets.docs_ci_ro_pat }}
+          sparse-checkout: |
+            releases
+          sparse-checkout-cone-mode: true
+
+      - name: Select changed release directories
+        env:
+          GH_TOKEN: ${{ secrets.DOCS_CI_RO_PAT || secrets.docs_ci_ro_pat }}
+        run: |
+          set -euo pipefail
+          git -C site/_source/release-notes fetch --depth=1 origin main
+          git -C site/_source/release-notes diff --name-only --diff-filter=ACMRT \
+            FETCH_HEAD HEAD -- releases \
+            | awk -F/ 'NF >= 4 { print $1 "/" $2 "/" $3 }' \
+            | sort -u > .release-preview-targets
+          if [[ ! -s .release-preview-targets ]]; then
+            echo "No changed release directories found"
+            exit 1
+          fi
+          echo "Targeted release directories:"
+          cat .release-preview-targets
+
+      - name: Verify copyright headers
+        run: make -C site verify-copyright
+
+      - name: Set up Quarto
+        uses: quarto-dev/quarto-actions/setup@v2
+        with:
+          version: pre-release
+
+      - name: Test preview index merge
+        run: python3 -m unittest discover -s .github/scripts -p 'test_merge_quarto_indexes.py' -v
+
+      - name: Populate release notes
+        run: |
+          cp -r site/_source/release-notes/releases site
+          rm -f site/releases/backend-releases.qmd site/releases/cmvm-releases.qmd
+
+      - name: Configure AWS credentials
+        env:
+          AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID_STAGING || secrets.aws_access_key_id_staging }}
+          AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY_STAGING || secrets.aws_secret_access_key_staging }}
+        run: |
+          aws configure set aws_access_key_id "$AWS_ACCESS_KEY_ID"
+          aws configure set aws_secret_access_key "$AWS_SECRET_ACCESS_KEY"
+          aws configure set default.region us-east-1
+
+      - name: Seed targeted render from staging
+        run: |
+          mkdir -p site/_site/releases site/.preview-indexes site/validmind
+          touch site/validmind/validmind.qmd
+          aws s3 cp s3://validmind-docs-staging/site/search.json site/.preview-indexes/search.json --no-progress
+          aws s3 cp s3://validmind-docs-staging/site/listings.json site/.preview-indexes/listings.json --no-progress
+          aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
+            --exclude "*" --include "*.html" --no-progress
+
+      - name: Render targeted release preview
+        run: |
+          set -euo pipefail
+          cd site
+          : > render_errors.log
+          while read -r target; do
+            quarto render --profile development "$target" 2>&1 | tee -a render_errors.log
+          done < ../.release-preview-targets
+
+          for target in releases/*.qmd; do
+            [[ "$(basename "$target")" == _* ]] && continue
+            quarto render --profile development "$target" 2>&1 | tee -a render_errors.log
+          done
+
+          python3 ../.github/scripts/merge_quarto_indexes.py \
+            --base-search .preview-indexes/search.json \
+            --partial-search _site/search.json \
+            --base-listings .preview-indexes/listings.json \
+            --partial-listings _site/listings.json
+
+      - name: Add robots.txt
+        run: cp site/environments/robots-staging.txt site/_site/robots.txt
+
+      - name: Test for warnings or errors
+        run: |
+          if grep -q 'WARN\|WARNING\|ERROR:' site/render_errors.log; then
+            echo "Warnings or errors detected during Quarto render"
+            cat site/render_errors.log
+            exit 1
+          fi
+          echo "No warnings or errors detected during Quarto render"
+
+      - name: Deploy release-notes preview
+        env:
+          PREVIEW_KEY: ${{ steps.source.outputs.preview_key }}
+        run: |
+          preview_path="s3://validmind-docs-staging/site/pr_previews/$PREVIEW_KEY"
+          aws s3 sync s3://validmind-docs-staging/site "$preview_path" \
+            --delete --exclude "pr_previews/*" --exclude "notebooks/EXECUTED/*" --no-progress
+          aws s3 sync site/_site "$preview_path" \
+            --exclude "index.html" --exclude "notebooks/EXECUTED/*" --no-progress \
+            --cache-control "no-cache, max-age=0, must-revalidate"
+          aws cloudfront create-invalidation \
+            --distribution-id ESWVTZYFL873V --paths "/*" --no-cli-pager
+
+      - name: Publish workflow summary
+        env:
+          PREVIEW_URL: ${{ steps.source.outputs.preview_url }}
+          RELEASE_NOTES_PR: ${{ steps.source.outputs.pr }}
+        run: |
+          {
+            echo "## Release notes preview"
+            echo
+            echo "- Source: validmind/release-notes#$RELEASE_NOTES_PR"
+            echo "- Preview: $PREVIEW_URL"
+          } >> "$GITHUB_STEP_SUMMARY"

From 1e4ef61d0ecb25fd03603c820e7aa14b71149a43 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 17:58:57 -0700
Subject: [PATCH 21/59] fix: remove stale release notes preview ref

---
 .github/workflows/validate-docs-site.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 3bae790891..48e506435a 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -31,7 +31,6 @@ jobs:
       uses: actions/checkout@v4
       with:
         repository: validmind/release-notes
-        ref: automated/patch-26.07.02
         path: site/_source/release-notes
         token: ${{ secrets.DOCS_CI_RO_PAT }}
         sparse-checkout: |

From e60aa79da26a4f57d76b3a23b4db00aea6e34417 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 21:22:57 -0700
Subject: [PATCH 22/59] ci: deploy staging for published release notes

---
 .github/workflows/deploy-docs-staging.yaml | 9 +++++++++
 AGENTS.md                                  | 6 ++++++
 2 files changed, 15 insertions(+)

diff --git a/.github/workflows/deploy-docs-staging.yaml b/.github/workflows/deploy-docs-staging.yaml
index 38d88dbb4b..f9f6348ced 100644
--- a/.github/workflows/deploy-docs-staging.yaml
+++ b/.github/workflows/deploy-docs-staging.yaml
@@ -1,5 +1,7 @@
 name: Deploy docs site to staging
 
+run-name: Deploy docs site to staging | ${{ github.event.client_payload.correlation_id || github.sha }}
+
 on:
   push:
     branches:
@@ -8,6 +10,8 @@ on:
     workflows: ["Merge main into staging"]
     types:
       - completed
+  repository_dispatch:
+    types: [release-notes-published]
   workflow_dispatch:
 
 concurrency:
@@ -20,6 +24,7 @@ jobs:
     if: |
       github.event_name == 'push' ||
       (github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success') ||
+      github.event_name == 'repository_dispatch' ||
       github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     outputs:
@@ -43,6 +48,7 @@ jobs:
     if: |
       github.event_name == 'push' ||
       (github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success') ||
+      github.event_name == 'repository_dispatch' ||
       github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     needs: resolve-sources
@@ -55,6 +61,9 @@ jobs:
       - name: Check out documentation repository
         uses: actions/checkout@v4
         with:
+          # A release-notes publication changes an external source, not this
+          # repository. Build it against the currently promoted staging tree.
+          ref: ${{ github.event_name == 'repository_dispatch' && 'staging' || '' }}
           # The production build predicts the staging-to-prod merge tree and
           # therefore needs the shared branch history, not a depth-one clone.
           fetch-depth: 0
diff --git a/AGENTS.md b/AGENTS.md
index 3a98ccb3d9..414362585d 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -67,6 +67,12 @@ Documentation moves through `main` → `staging` → `prod`:
 3. The prospective production build runs the complete production-profile validation and uploads an immutable artifact keyed to the exact Git tree that a `staging` → `prod` merge will create.
 4. The production workflow deploys only that exact-tree artifact from a successful staging workflow run. If the artifact is missing, expired, or came from another workflow, production deployment must fail before loading AWS credentials or modifying production.
 
+Release-note content is sourced from `validmind/release-notes`, so merging a
+release-notes pull request does not create or merge a documentation pull request.
+Instead, the release-notes repository dispatches the staging deployment directly;
+that deployment uses the current documentation `staging` tree and the latest
+release-notes `main` revision.
+
 The merge-queue `validate` bridge does not render the site again. It records that the pull-request revision passed preview validation; the complete production safety boundary is the post-merge staging artifact.
 
 ## CI invariants

From a9b37e11ee95dd6608fca15dad36ef31006bc2e6 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Tue, 14 Jul 2026 21:33:15 -0700
Subject: [PATCH 23/59] ci: preserve main-to-staging publication chain

---
 .github/workflows/deploy-docs-staging.yaml     | 9 +--------
 .github/workflows/merge-main-into-staging.yaml | 6 +++++-
 AGENTS.md                                      | 7 ++++---
 3 files changed, 10 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/deploy-docs-staging.yaml b/.github/workflows/deploy-docs-staging.yaml
index f9f6348ced..872c378bf1 100644
--- a/.github/workflows/deploy-docs-staging.yaml
+++ b/.github/workflows/deploy-docs-staging.yaml
@@ -1,6 +1,6 @@
 name: Deploy docs site to staging
 
-run-name: Deploy docs site to staging | ${{ github.event.client_payload.correlation_id || github.sha }}
+run-name: Deploy docs site to staging | ${{ github.event.workflow_run.id || github.sha }}
 
 on:
   push:
@@ -10,8 +10,6 @@ on:
     workflows: ["Merge main into staging"]
     types:
       - completed
-  repository_dispatch:
-    types: [release-notes-published]
   workflow_dispatch:
 
 concurrency:
@@ -24,7 +22,6 @@ jobs:
     if: |
       github.event_name == 'push' ||
       (github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success') ||
-      github.event_name == 'repository_dispatch' ||
       github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     outputs:
@@ -48,7 +45,6 @@ jobs:
     if: |
       github.event_name == 'push' ||
       (github.event_name == 'workflow_run' && github.event.workflow_run.conclusion == 'success') ||
-      github.event_name == 'repository_dispatch' ||
       github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     needs: resolve-sources
@@ -61,9 +57,6 @@ jobs:
       - name: Check out documentation repository
         uses: actions/checkout@v4
         with:
-          # A release-notes publication changes an external source, not this
-          # repository. Build it against the currently promoted staging tree.
-          ref: ${{ github.event_name == 'repository_dispatch' && 'staging' || '' }}
           # The production build predicts the staging-to-prod merge tree and
           # therefore needs the shared branch history, not a depth-one clone.
           fetch-depth: 0
diff --git a/.github/workflows/merge-main-into-staging.yaml b/.github/workflows/merge-main-into-staging.yaml
index fd825af4e6..d132355b18 100644
--- a/.github/workflows/merge-main-into-staging.yaml
+++ b/.github/workflows/merge-main-into-staging.yaml
@@ -1,9 +1,13 @@
 name: Merge main into staging
 
+run-name: Merge main into staging | ${{ github.event.client_payload.correlation_id || github.sha }}
+
 on:
   push:
     branches:
       - main
+  repository_dispatch:
+    types: [release-notes-published]
 
 permissions:
   contents: write
@@ -77,4 +81,4 @@ jobs:
         if: ${{ success() && steps.pr-number.outputs.pull-request-number != '' }}
         run: gh api -X DELETE "repos/${{ github.repository }}/git/refs/heads/update-staging-${{ github.run_id }}"
         env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
\ No newline at end of file
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/AGENTS.md b/AGENTS.md
index 414362585d..dd7fa67ec4 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -69,9 +69,10 @@ Documentation moves through `main` → `staging` → `prod`:
 
 Release-note content is sourced from `validmind/release-notes`, so merging a
 release-notes pull request does not create or merge a documentation pull request.
-Instead, the release-notes repository dispatches the staging deployment directly;
-that deployment uses the current documentation `staging` tree and the latest
-release-notes `main` revision.
+Instead, the release-notes repository dispatches the existing **Merge main into
+staging** workflow. Its successful completion triggers the staging deployment,
+which builds the promoted documentation tree with the latest release-notes
+`main` revision.
 
 The merge-queue `validate` bridge does not render the site again. It records that the pull-request revision passed preview validation; the complete production safety boundary is the post-merge staging artifact.
 

From 9b9f95a259929e36874611aeb754b5bfd5f0d3d7 Mon Sep 17 00:00:00 2001
From: Juan <juan@validmind.ai>
Date: Wed, 22 Jul 2026 18:12:43 +0200
Subject: [PATCH 24/59] Add risk tiering user guide

Add a new Risk tiering section under Guides covering the Risk Tier Engine:
an overview page plus how-tos for managing templates, configuring tier
calculation, and managing assessments. Wire the section into the guide
sidebar, the Guides landing page, and the footer navigation.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 site/_quarto.yml                              |   1 +
 site/guide/_sidebar.yaml                      |   8 +
 site/guide/guides.qmd                         |  16 ++
 .../configure-risk-tier-calculation.qmd       | 268 ++++++++++++++++++
 .../manage-risk-tier-assessments.qmd          | 179 ++++++++++++
 .../manage-risk-tier-templates.qmd            | 128 +++++++++
 .../working-with-risk-tiering.qmd             |  96 +++++++
 7 files changed, 696 insertions(+)
 create mode 100644 site/guide/risk-tiering/configure-risk-tier-calculation.qmd
 create mode 100644 site/guide/risk-tiering/manage-risk-tier-assessments.qmd
 create mode 100644 site/guide/risk-tiering/manage-risk-tier-templates.qmd
 create mode 100644 site/guide/risk-tiering/working-with-risk-tiering.qmd

diff --git a/site/_quarto.yml b/site/_quarto.yml
index 9cdad331c7..7a9d1a8903 100644
--- a/site/_quarto.yml
+++ b/site/_quarto.yml
@@ -205,6 +205,7 @@ website:
                 <li><a href="/guide/guides.qmd#integrations">Integrations</a></li>
                 <li><a href="/guide/guides.qmd#workflows">Workflows</a></li>
                 <li><a href="/guide/guides.qmd#inventory">Inventory</a></li>
+                <li><a href="/guide/guides.qmd#risk-tiering">Risk tiering</a></li>
               </ul>
               <ul class="footer-user-guides-column-2">
                 <li><a href="/guide/guides.qmd#documents-templates">Documents & templates</a></li>
diff --git a/site/guide/_sidebar.yaml b/site/guide/_sidebar.yaml
index c9860201bc..51ca2441ce 100644
--- a/site/guide/_sidebar.yaml
+++ b/site/guide/_sidebar.yaml
@@ -99,6 +99,14 @@ website:
                 - guide/inventory/configure-record-interdependencies.qmd
                 - guide/inventory/archive-delete-records.qmd
         - text: "---"
+        - section: "Risk tiering"
+          contents:
+            - file: guide/risk-tiering/working-with-risk-tiering.qmd
+              contents:
+                - guide/risk-tiering/manage-risk-tier-templates.qmd
+                - guide/risk-tiering/configure-risk-tier-calculation.qmd
+                - guide/risk-tiering/manage-risk-tier-assessments.qmd
+        - text: "---"
         - section: "Documents & templates"
           contents:
             - text: "Working with templates"
diff --git a/site/guide/guides.qmd b/site/guide/guides.qmd
index b5d36744f1..e095ff3dd6 100644
--- a/site/guide/guides.qmd
+++ b/site/guide/guides.qmd
@@ -53,6 +53,17 @@ listing:
     - inventory/setting-up-the-inventory.qmd
     - inventory/working-with-the-inventory.qmd
     - inventory/managing-the-inventory.qmd
+  - id: risk-tiering
+    type: grid
+    grid-columns: 3
+    max-description-length: 250
+    sort: false
+    fields: [title, description]
+    contents:
+    - risk-tiering/working-with-risk-tiering.qmd
+    - risk-tiering/manage-risk-tier-templates.qmd
+    - risk-tiering/configure-risk-tier-calculation.qmd
+    - risk-tiering/manage-risk-tier-assessments.qmd
   - id: documents-templates
     type: grid
     grid-columns: 3
@@ -138,6 +149,11 @@ Our guides offer step-by-step instructions for frequent tasks you perform within
 :::{#inventory}
 :::
 
+## Risk tiering
+
+:::{#risk-tiering}
+:::
+
 ## Documents & templates
 
 :::{#documents-templates}
diff --git a/site/guide/risk-tiering/configure-risk-tier-calculation.qmd b/site/guide/risk-tiering/configure-risk-tier-calculation.qmd
new file mode 100644
index 0000000000..5ab831ab89
--- /dev/null
+++ b/site/guide/risk-tiering/configure-risk-tier-calculation.qmd
@@ -0,0 +1,268 @@
+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Configure risk tier calculation"
+date: last-modified
+description: "Set up scoring levels, risk factors, components, scoring rules, thresholds, and override rules inside a draft template."
+---
+
+This page covers all calculation configuration inside a risk tier template: scoring levels, risk factors, components, scoring rules, thresholds, and override rules. All configuration requires the template to be in **Draft** status — configuration is locked once a template is published.
+
+For creating a template, defining risk tier levels, and managing its lifecycle, see [Manage risk tier templates](manage-risk-tier-templates.qmd).
+
+## Prerequisites
+
+- Active {{< var vm.product >}} login
+- Governance Admin or Validator role with `manage_risk_tier_template` permission
+- A risk tier template in **Draft** status with the tier calculation method selected and at least one risk tier level defined
+
+## Set up a Scorecard template
+
+### 1. Configure scoring levels
+
+Scoring levels define the numeric scale used to score each risk factor.
+
+1. Open the draft template and go to the **Scoring Levels** section.
+2. Click **Add Scoring Level**.
+3. Enter a **Name**, a numeric **Value**, and choose a **Color**.
+4. Repeat for each level in the scale.
+
+:::{.callout-note}
+Every scoring rule in every component must map to a valid scoring level.
+:::
+
+### 2. Add risk factors
+
+Risk factors are the dimensions scored during a risk assessment — for example: Materiality, Complexity, Data Sensitivity.
+
+1. Go to the **Risk Factors** section.
+2. Click **Add Risk Factor**.
+3. Enter a **Name** and an optional **Description**.
+4. Select the **Factor Aggregation Method**:
+   - **Sum** — adds all component scores in this factor.
+   - **Max** — uses only the highest component score in this factor.
+5. Click **Save**.
+6. Repeat for each risk dimension your methodology requires.
+
+To assign individual weights to factors, enable the **Weight factors individually** toggle. Each factor then carries a weight, and the weighted sum of scores determines the tier. Click **Edit Weights** to open the **Edit Risk Factor Weights** modal — use the sliders or enter values directly. The total must remain 1.00; locked factors stay fixed while other weights rebalance automatically.
+
+:::{.callout-note}
+Different factors in the same template can use different aggregation methods — for example, a Materiality factor using Sum while a Data Sensitivity factor uses Max.
+:::
+
+### 3. Add components and scoring rules
+
+Components link inventory fields to a risk factor and define how their values are scored.
+
+1. Expand a risk factor and click **Add Component**.
+2. Select the **Inventory Field** to evaluate.
+3. Select the **Scoring Type**:
+   - **Numeric range** — maps numeric field values within min/max bands to a scoring level.
+   - **Boolean** — maps a true/false field value to a scoring level.
+   - **Text match** — maps an exact text or option value to a scoring level.
+4. Click **Save**.
+5. Click **Add Rule** to write scoring rules for the component.
+
+A factor cannot have two components referencing the same inventory field.
+
+**Numeric range rules** — use for fields with numeric values (for example: number of input features, model age in months).
+
+1. Enter the **Min value** and **Max value** that define the band.
+2. Select the **Scoring Level** to assign when the field value falls within this band.
+3. Repeat to cover the full expected range. Ranges can be adjacent — for example: 0–10 → Low, 11–50 → Medium, 51+ → High.
+
+**Boolean rules** — use for checkbox fields (for example: "Is the model customer-facing?").
+
+1. Set **Value** to **True** or **False**.
+2. Select the **Scoring Level** to assign.
+3. Add a second rule for the opposite value. A Boolean component typically has two rules.
+
+**Text match rules** — use for single-select or multi-select fields (for example: "Data Classification," "Deployment Region").
+
+1. Enter the **Text value** to match (the exact option string).
+2. Select the **Scoring Level** to assign.
+3. Add one rule per option value you want to score. Values not covered by any rule are unscored.
+
+:::{.callout-note}
+Rules within a component are evaluated in order — the first matching rule wins.
+:::
+
+### 4. Set risk tier thresholds
+
+Set the score range that corresponds to each risk tier. The lowest-risk tier starts at the minimum score and the highest-risk tier ends at the maximum score.
+
+1. Go to the **Risk Tier Thresholds** section.
+2. Click **Edit Thresholds** to open the **Edit Risk Tier Thresholds** modal.
+3. Define the score range for each risk tier. Shared boundaries update automatically to keep ranges aligned.
+
+### 5. Configure override rules
+
+See [Override rules](#override-rules) below.
+
+## Set up a Risk Matrix template
+
+### 1. Configure scoring levels
+
+Scoring levels define the numeric scale used to score each risk factor.
+
+1. Open the draft template and go to the **Scoring Levels** section.
+2. Click **Add Scoring Level**.
+3. Enter a **Name**, a numeric **Value**, and choose a **Color**.
+4. Repeat for each level in the scale.
+
+:::{.callout-note}
+Every scoring rule in every component must map to a valid scoring level.
+:::
+
+### 2. Define factor levels
+
+Factor levels classify each factor's computed score into a discrete risk band — for example: High, Medium, Low.
+
+1. Go to the **Factor Levels** section.
+2. Click **Add Factor Level**.
+3. Enter a **Name**, choose a **Color**, and add an optional **Description**.
+4. Drag and drop to reorder — highest risk at the top, lowest at the bottom.
+5. Repeat for each level in the classification scale.
+
+### 3. Add risk factors
+
+Risk factors are the dimensions scored during a risk assessment — for example: Materiality, Complexity, Data Sensitivity.
+
+1. Go to the **Risk Factors** section.
+2. Click **Add Risk Factor**.
+3. Enter a **Name** and an optional **Description**.
+4. Select the **Factor Aggregation Method**:
+   - **Sum** — adds all component scores in this factor.
+   - **Max** — uses only the highest component score in this factor.
+5. Click **Save**.
+6. Repeat for each risk dimension your methodology requires.
+
+### 4. Add components and scoring rules
+
+Components link inventory fields to a risk factor and define how their values are scored.
+
+1. Expand a risk factor and click **Add Component**.
+2. Select the **Inventory Field** to evaluate.
+3. Select the **Scoring Type**:
+   - **Numeric range** — maps numeric field values within min/max bands to a scoring level.
+   - **Boolean** — maps a true/false field value to a scoring level.
+   - **Text match** — maps an exact text or option value to a scoring level.
+4. Click **Save**.
+5. Click **Add Rule** to write scoring rules for the component.
+
+A factor cannot have two components referencing the same inventory field.
+
+**Numeric range rules** — use for fields with numeric values.
+
+1. Enter the **Min value** and **Max value** for the band.
+2. Select the **Scoring Level** to assign.
+3. Repeat to cover the full expected range.
+
+**Boolean rules** — use for checkbox fields.
+
+1. Set **Value** to **True** or **False**.
+2. Select the **Scoring Level** to assign.
+3. Add a second rule for the opposite value.
+
+**Text match rules** — use for single-select or multi-select fields.
+
+1. Enter the **Text value** to match.
+2. Select the **Scoring Level** to assign.
+3. Add one rule per option value you want to score.
+
+:::{.callout-note}
+Rules within a component are evaluated in order — the first matching rule wins.
+:::
+
+### 5. Set factor level thresholds
+
+Each risk factor requires a score threshold for each factor level, defining the score range that maps to that level.
+
+1. Expand a risk factor and go to the **Factor Level Thresholds** section.
+2. Click **Edit Factor Level Thresholds**.
+3. Define the score range for each factor level. Shared boundaries update automatically to keep ranges aligned.
+4. Repeat for each risk factor.
+
+### 6. Assign tiers to factor level combinations
+
+Tier assignment maps every combination of factor levels to a risk tier.
+
+1. Go to the **Tier Assignment** section.
+2. Click **Edit Tiers**.
+3. Choose a view:
+   - **Matrix** — displays a visual grid with factors on each axis. Use the **Factor**, **At Level**, **Row Axis**, and **Column Axis** dropdowns to navigate combinations. Click a cell to assign a risk tier.
+   - **Table** — lists every factor level combination as a row with an **Assigned Tier** column. Use this view when you have more than two factors.
+4. Assign a risk tier to every combination. All cells must be assigned before the template can be published.
+
+### 7. Configure override rules
+
+See [Override rules](#override-rules) below.
+
+## Override rules
+
+Override rules allow you to hard-code a specific tier outcome for records that match certain field conditions, bypassing the computed score or matrix lookup entirely. If a rule matches, the tier it specifies is used and no further rules or scores are evaluated.
+
+Use override rules when certain field values are disqualifying regardless of the overall score — for example: "if a model processes health data AND is customer-facing, always assign Critical."
+
+### Add an override rule
+
+1. Open the **Override Rules** section of the template.
+2. Click **Add Rule**.
+3. Select the **Target Tier** — the tier to assign when this rule matches.
+4. Select the **Condition Logic**:
+   - **AND** — all conditions must be true for the rule to match.
+   - **OR** — any single condition being true causes the rule to match.
+5. Add one or more **Conditions** (see below).
+6. Click **Save**.
+
+Rules are evaluated in order; the first matching rule wins. New rules are appended at the end.
+
+### Add conditions to a rule
+
+1. Within an override rule, click **Add Condition**.
+2. Select the **Inventory Field** to evaluate. Only supported field types are available (see table below).
+3. Select the **Operator**.
+4. Enter the **Value** to compare against.
+5. Click **Save**.
+
+### Supported field types and operators
+
+| Field type | Available operators |
+|---|---|
+| Number | equals, not equals, greater than, less than, greater than or equal, less than or equal |
+| Checkbox | equals |
+| Single-select | equals, not equals |
+| Multi-select | contains, not contains |
+
+:::{.callout-note}
+Override rules are copied forward when a new template version is created. Removing a tier level that an override rule targets will blank the rule's target tier and block publishing until it is reassigned.
+:::
+
+## Publish readiness checklist
+
+Before publishing, verify:
+
+**Both methods:**
+
+- [ ] At least one risk tier is defined
+- [ ] At least one risk factor is configured
+- [ ] Every factor has at least one component
+- [ ] Every component has at least one scoring rule
+- [ ] All scoring rules map to valid scoring levels
+- [ ] Override rules: all target tiers point to existing tier levels; all conditions reference valid fields
+
+**Scorecard only:**
+
+- [ ] Tier thresholds cover the full score range without gaps
+- [ ] All factor weights sum to 1.00 if **Weight factors individually** is enabled
+
+**Risk Matrix only:**
+
+- [ ] All factor level thresholds are set for every factor
+- [ ] Every factor level combination in the matrix has an assigned tier
+
+## What's next
+
+- [Manage risk tier templates](manage-risk-tier-templates.qmd) — publish, version, and manage the template lifecycle.
+- [Manage risk tier assessments](manage-risk-tier-assessments.qmd) — create assessments and apply the published template to your records.
diff --git a/site/guide/risk-tiering/manage-risk-tier-assessments.qmd b/site/guide/risk-tiering/manage-risk-tier-assessments.qmd
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+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Manage risk tier assessments"
+date: last-modified
+description: "Create, review, publish, and version risk tier assessments for individual inventory records."
+---
+
+A risk tier assessment is a formal evaluation of a specific inventory record against a published risk tier template. It reads the current inventory field values, applies the template's scoring rules, and produces a tier determination — either computed from scores or set by an override rule.
+
+This page covers creating an assessment, reviewing factor scores, publishing, managing versions, and handling stale assessments.
+
+## Prerequisites
+
+- Active {{< var vm.product >}} login
+- A record registered in the model inventory
+- An active risk tier template published for that record's type
+
+## Access risk tier assessments
+
+Open a record from the **Model Inventory** and select the **Risk Tier Assessments** tab. The tab shows:
+
+- **Active Template** — the currently published template displayed at the top of the page. Any new assessment or new version is automatically linked to this template version.
+- The list of assessments for this record, with columns: Name, Template, Status, Tier, Last Updated, Last Updated By.
+
+The list defaults to hiding Archived assessments. Remove the **Status not in Archived** filter to see the full history.
+
+## Create an assessment
+
+1. Click **+ Add Risk Tier Assessment**.
+2. Enter a **Name** — for example: "Annual Review 2025" or "Post-remediation check".
+3. Enter an optional **Description**.
+4. Click **Save**. The assessment is created in **Draft** status and automatically linked to the current Active Template version. The template version is locked in at this point — subsequent template updates do not affect this assessment.
+
+:::{.callout-note}
+If no active template exists for the record's type, a new assessment cannot be created. Contact your administrator to ensure a template has been published for this record type.
+:::
+
+## Review factor scores
+
+The assessment detail page is organized into five sections. Together they show how the record's current inventory field values translate into a risk tier.
+
+### Risk Factors
+
+The **Risk Factors** section lists each factor from the template as a collapsible row, showing the factor name and the number of inventory fields it evaluates.
+
+Expand a factor to see its components. For each component you can see:
+
+- The **inventory field name** and its current value.
+- A scoring explanation — **This value scores X → matches [rule]** — showing which scoring rule matched and what score level it produced.
+- An **ℹ** icon that opens a popover with the field description and **Recent Field Activity** (a log of recent updates to that field with View Details links).
+
+If a field value has changed since the assessment was last published, the updated value and score are reflected immediately.
+
+### Factor Score Breakdown
+
+The **Factor Score Breakdown** table summarizes how each factor's components roll up into a factor score:
+
+| Column | Description |
+|---|---|
+| Risk Factor | Factor name |
+| Current Score | The factor's computed score given the current field values |
+| Components | Number of components in this factor |
+| Aggregation | The factor aggregation method in use (Sum or Max) |
+| Min Score | The lowest possible score for this factor |
+| Max Score | The highest possible score for this factor |
+
+The **Current Total Score** row at the bottom shows the sum across all factors.
+
+### Risk Tier Thresholds
+
+The **Risk Tier Thresholds** table shows the score band for each risk tier. The row corresponding to the current total score is highlighted, indicating where the record lands on the scorecard.
+
+### Override Rules
+
+The **Override Rules** section displays the template's override rules as read-only, evaluated in order against this record. Each rule shows its number, target tier, and condition — for example: "Rule 1 → Tier 1: If Estimated Dollar Exposure ≥ 10000000."
+
+Override rules are part of the template and cannot be modified from within an assessment.
+
+### Calculated Tier
+
+The **Calculated Tier** section shows the final tier determination for this assessment:
+
+- If an override rule matched, the section indicates which rule applied and the tier it assigned.
+- If no override rule matched, the tier is determined by where the current total score falls in the threshold bands.
+
+## Assessment sidebar
+
+The sidebar on the assessment detail page shows:
+
+- **Status** — Draft, Active, or Archived.
+- **Assessment Version** — a dropdown showing the current version (for example: "13 (Latest)"). Use this to navigate to any previous version of the assessment.
+- **Risk Tier Template** — the template name and version this assessment is linked to, with a badge showing the calculation method (Scorecard or Risk Matrix).
+- **Published / Published By** — the publication date and the user who published it (shown once the assessment has been published).
+
+Actions available from the sidebar depend on the assessment's status:
+
+- **Draft** — Publish button to publish the assessment.
+- **Active** — **Create New Version** to start a new draft, and **Archive Assessment** to manually archive.
+
+## Publish an assessment
+
+When you are satisfied with the factor scores and the calculated tier:
+
+1. Click **Publish** in the sidebar.
+2. Confirm the publish. The assessment moves to **Active**, receives a version number (v1, v2, …), and becomes the record's current official risk tier. The record's **Assessed Risk Tier** field is updated automatically — see [Assessed Risk Tier field](#assessed-risk-tier-field) below.
+
+Only one assessment can be Active per record at a time.
+
+:::{.callout-note}
+An assessment can only be published against an **Active** template version. If the template linked to your assessment has since been archived, you must migrate to the current template before publishing (see [Migrate a stale assessment](#migrate-a-stale-assessment)).
+:::
+
+## Assessed Risk Tier field
+
+When an assessment is published, the record's **Assessed Risk Tier** inventory field is automatically updated to reflect the calculated tier. This field is system-managed and read-only — it cannot be edited manually.
+
+The field displays the tier using the same badge style used throughout the Risk Tier Engine. A **See Assessment** link appears directly below it, allowing anyone viewing the record to navigate to the published assessment in one click.
+
+The Assessed Risk Tier field coexists with the legacy **Tier** field on the record. The legacy Tier field remains manually managed and independent of the assessment outcome.
+
+## Create a new version
+
+When a record's risk profile changes and a re-evaluation is needed:
+
+1. Open the active assessment and click **Create New Version** in the sidebar.
+2. A new **Draft** is created, pre-linked to the latest active template. Previously entered values are carried forward for fields that exist in both the old and new template.
+3. Review the factor scores and confirm the calculated tier.
+4. Publish. The new assessment becomes Active and the previous is Archived.
+
+## Archive an assessment
+
+To manually retire the active assessment without publishing a new version:
+
+1. Open the active assessment and click **Archive Assessment** in the sidebar.
+2. Confirm. The assessment moves to **Archived**.
+
+:::{.callout-note}
+Archiving leaves the record without an active assessment. The **Assessed Risk Tier** inventory field will no longer reflect a current determination until a new assessment is published.
+:::
+
+## Understand stale assessments
+
+An assessment becomes **stale** when the template version it was created against has been superseded by a new active version.
+
+- **Active assessments** are never marked stale — a published assessment's methodology is frozen at the version it was published against.
+- **Draft assessments** are marked stale when their linked template version is no longer active.
+- A stale draft **cannot be published** until it is on the current active template version — create a new version to move it there (see [Migrate a stale assessment](#migrate-a-stale-assessment)).
+
+Stale assessments are flagged with a warning banner in the assessment detail view.
+
+## Migrate a stale assessment
+
+There is no in-place "use latest template" action. To move an assessment onto the current active template, create a new version — the new version is automatically linked to the latest active template.
+
+1. Open the assessment and click **Create New Version** in the sidebar (see [Create a new version](#create-a-new-version)).
+2. The new **Draft** is automatically linked to the current active template version. Previously entered values are carried forward for fields that exist in both versions; fields removed from the new template are cleared, and new fields appear as not set.
+3. Review the updated factor scores and calculated tier.
+4. Publish as normal.
+
+## View version history
+
+The **Assessment Version** dropdown in the sidebar gives access to all versions of the current assessment. Remove the Archived filter on the **Risk Tier Assessments** tab to see the full history across all statuses. Archived assessments remain readable at any time for audit and comparison purposes.
+
+## Delete a draft assessment
+
+1. Open the draft assessment and click **Delete**.
+2. Confirm. The assessment is permanently removed.
+
+:::{.callout-note}
+Only **Draft** assessments can be deleted. Active and Archived assessments are permanent audit artifacts and cannot be deleted.
+:::
+
+## What's next
+
+- [Working with risk tiering](working-with-risk-tiering.qmd) — concepts, lifecycle overview, and roles.
+- [Manage risk tier templates](manage-risk-tier-templates.qmd) — how templates are configured and published.
+- [Configure risk tier calculation](configure-risk-tier-calculation.qmd) — how factors, scoring rules, and override rules work.
diff --git a/site/guide/risk-tiering/manage-risk-tier-templates.qmd b/site/guide/risk-tiering/manage-risk-tier-templates.qmd
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+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Manage risk tier templates"
+date: last-modified
+description: "Create, publish, version, duplicate, and archive the risk tier templates that define your classification methodology."
+---
+
+Risk tier templates define the methodology your organization uses to classify records into risk tiers. This page covers creating a template, defining its risk tier levels, publishing it, and managing its lifecycle.
+
+For configuring the scoring levels, risk factors, components, thresholds, and override rules that determine how a tier is calculated, see [Configure risk tier calculation](configure-risk-tier-calculation.qmd).
+
+## Prerequisites
+
+- Active {{< var vm.product >}} login
+- Governance Admin or Validator role with `manage_risk_tier_template` permission
+- At least one primary record type configured in your inventory
+
+## Access risk tier templates
+
+Navigate to **Settings → Governance → Risk Tier Templates**. The page lists all templates in your organization across all lifecycle statuses. Use the status filter to view Draft, Active, or Archived templates separately.
+
+## Create a template
+
+1. Click **Add Risk Tier Template**.
+2. Enter a **Name**. Template names must be unique across the entire system — no two templates, even across different version lineages, can share the same name.
+3. Enter an optional **Description**.
+4. Select one or more **Record Types** the template applies to. A separate active template can exist for each record type, allowing your organization to use different risk methodologies for models, agents, or other inventory types.
+5. Optionally link one or more **Regulations** that this template's methodology is designed to support. Regulation links can be added or removed at any time while the template is in Draft.
+6. Click **Save**. The template is created in **Draft** status.
+
+## Select a tier calculation method
+
+On the template detail page, select the **Tier Calculation Method**:
+
+- **Scorecard** — factor scores are summed into a total that falls into a threshold band mapped to a tier. Factor weights can optionally be configured in the Risk Factors section.
+- **Risk Matrix** — each factor is independently classified into a discrete risk level, and the combination of all factor levels is looked up in a matrix to determine the final tier.
+
+Once selected, configure the scoring logic for your chosen method. See [Configure risk tier calculation](configure-risk-tier-calculation.qmd).
+
+## Define risk tier levels
+
+Risk tier levels are the possible classification outcomes the template can produce — for example: Low, Medium, High, Critical.
+
+1. Open the draft template and go to the **Risk Tiers** section.
+2. Click **Add Risk Tier**.
+3. Enter a **Name**, an optional **Description**, and choose a **Color** to visually distinguish the level across the platform.
+4. Drag and drop to reorder — highest risk at the top, lowest at the bottom.
+5. Repeat for each tier your methodology requires.
+
+:::{.callout-note}
+Removing a tier level after thresholds, matrix assignments, or override rules have been set will blank the affected entries and block publishing until they are reassigned.
+:::
+
+## Publish a template
+
+Before publishing, the system validates that the template is complete. See the publish readiness checklist in [Configure risk tier calculation](configure-risk-tier-calculation.qmd#publish-readiness-checklist) for the full list of requirements.
+
+To publish:
+
+1. Open the draft template and click **Publish**.
+2. Review the confirmation — the template will be assigned the next version number (v1, v2, …).
+3. Confirm. The template moves to **Active** and any previously active version for the same record type is automatically **Archived**.
+
+:::{.callout-note}
+Published templates are immutable. To make changes, create a new version.
+:::
+
+## Create a new version
+
+Use a new version to update a published template without disrupting in-progress assessments.
+
+1. Open the active template and click **New Version**.
+2. A new **Draft** is created as a complete copy of the active template, including all scoring configuration and override rules. If a draft already exists, clicking **New Version** returns the existing draft rather than creating a duplicate.
+3. Edit the draft as needed and publish.
+
+:::{.callout-note}
+Active assessments linked to the previous version are not affected. Draft assessments linked to the previous version are flagged as **stale** and must be migrated before they can be published. See [Manage risk tier assessments](manage-risk-tier-assessments.qmd#understand-stale-assessments).
+:::
+
+## Duplicate a template
+
+Duplicating creates an independent copy of an existing template as a new Draft, starting a separate version lineage under a new name.
+
+1. From the template list, open the row menu (**⋯**) on any Active or Archived template.
+2. Select **Duplicate Template**. A new Draft is created with a full copy of the template's configuration.
+3. Open the draft, rename it, and edit as needed.
+4. Publish when ready.
+
+:::{.callout-note}
+If published without renaming, the duplicate joins the same version lineage as the source template.
+:::
+
+## Archive a template
+
+1. Open the active template and click **Archive**.
+2. Confirm. The template moves to **Archived**.
+
+:::{.callout-note}
+Archiving leaves the record type without an active template — new assessments cannot be created until a new template is published. Archived templates are read-only and cannot be directly reactivated.
+:::
+
+## Restore an archived version
+
+1. Open the archived template and click **Restore this version**.
+2. A new **Draft** is created pre-populated with the archived version's configuration.
+3. Review, adjust if needed, and publish.
+
+Restoring does not reactivate the archived version — it always creates a new Draft, preserving the append-only version history.
+
+## Delete a draft template
+
+1. Open the draft template and click **Delete**.
+2. Confirm. The template and all its configuration are permanently removed.
+
+:::{.callout-note}
+Only **Draft** templates can be deleted. Active and Archived templates are permanent audit artifacts and cannot be deleted.
+:::
+
+## View version history
+
+Every template's detail page shows its full version history — all published versions with their version numbers, publication dates, and current status. Archived versions remain readable at any time for audit purposes and can be restored as described above.
+
+## What's next
+
+- [Configure risk tier calculation](configure-risk-tier-calculation.qmd) — set up scoring levels, factors, components, thresholds, and override rules.
+- [Manage risk tier assessments](manage-risk-tier-assessments.qmd) — create and publish assessments for your records against a published template.
diff --git a/site/guide/risk-tiering/working-with-risk-tiering.qmd b/site/guide/risk-tiering/working-with-risk-tiering.qmd
new file mode 100644
index 0000000000..72cdae2a96
--- /dev/null
+++ b/site/guide/risk-tiering/working-with-risk-tiering.qmd
@@ -0,0 +1,96 @@
+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Working with risk tiering"
+date: last-modified
+description: "Concepts, lifecycle, and roles for classifying inventory records into discrete risk tiers."
+listing:
+  - id: risk-tiering-guides
+    type: grid
+    grid-columns: 3
+    max-description-length: 250
+    sort: false
+    fields: [title, description]
+    contents:
+      - manage-risk-tier-templates.qmd
+      - configure-risk-tier-calculation.qmd
+      - manage-risk-tier-assessments.qmd
+---
+
+Risk tiering gives your organization a structured, auditable way to classify AI models and other inventory records into discrete risk categories. Instead of relying on informal judgment calls, risk classification follows a defined methodology — configured once by administrators and applied consistently across every record in your inventory.
+
+## Overview
+
+The Risk Tier Engine has two sides that work together:
+
+- **Risk tier templates** define the methodology. Administrators configure the tier levels, risk factors, scoring rules, and assignment logic. Templates are versioned and published, giving your organization a full, immutable history of how its risk classification methodology has evolved.
+- **Risk tier assessments** are the evaluations. Developers apply a published template to a specific record, enter the required field values, review the computed tier suggestion, and publish a final determination. Assessments are also versioned, giving each record a complete history of how its risk tier has changed over time.
+
+## Key concepts
+
+**Risk tier template**
+The complete methodology for evaluating a record's risk. A template defines tier levels, risk factors, components, scoring rules, and the logic used to assign a final tier. Templates follow a Draft → Active → Archived lifecycle and are versioned — every published version is retained for audit purposes.
+
+**Risk tier assessment**
+A formal evaluation of a specific record against a risk tier template. An assessment records the field values entered, the computed scores, the system's suggested tier, any override rules that applied, and the final published determination.
+
+**Tier calculation method**
+Controls how risk factor scores roll up into a final tier:
+
+- **Scorecard (Sum)** — factor scores are summed into a total that falls into a threshold band mapped to a tier.
+- **Scorecard (Weighted)** — same as Sum, but each factor carries a weight (0–1); factor scores are multiplied by their weights before summing. Factor weights are required.
+- **Risk Matrix** — each factor is independently classified into a discrete risk level, and the combination of all factor levels is looked up in a matrix to determine the final tier.
+
+**Risk tier**
+A discrete risk classification outcome — for example: Low, Medium, High, Critical. Risk tiers are defined as part of a template and represent the possible outputs of an assessment.
+
+**Scoring level**
+Scoring levels define the numeric scale used to score each risk factor within a template — for example: Very Low (1), Low (2), Medium (3), High (4), Very High (5).
+
+**Risk factor**
+A dimension of risk being evaluated within a template — for example: Materiality, Complexity, Data Sensitivity. Each factor groups one or more components that feed into it.
+
+**Factor component**
+A specific inventory field that contributes to a risk factor's score. Each factor component includes scoring rules that map field values — or ranges of values — to a numeric scoring level.
+
+**Override rule**
+An optional rule on a template that forces a specific tier outcome when certain field conditions are met, bypassing the computed score entirely.
+
+**Factor aggregation method**
+A per-factor setting that controls how component scores within a factor combine into a single factor score:
+
+- **Sum** — all component scores are added together.
+- **Max** — only the highest component score is used.
+
+**Assessed Risk Tier**
+A system-managed, read-only inventory field that surfaces the risk tier of a record's most recently published assessment. It is automatically updated when an assessment is published and is visible to anyone with access to the record.
+
+## Lifecycle
+
+Both templates and assessments follow the same three lifecycle statuses:
+
+| Status | Description |
+|---|---|
+| **Draft** | Being created or edited. Not yet in effect. Can be freely modified. |
+| **Active** | Published and currently in effect. Read-only. Only one version can be Active at a time. |
+| **Archived** | Superseded or retired. Read-only. Retained permanently for audit purposes. |
+
+Version history is append-only — once a version is published, its configuration is immutable. A new version must be created to make changes. Only one version of a given template can be Active at a time per record type. Only one assessment can be Active per record at a time.
+
+## Who does what
+
+| Role | Responsibilities |
+|---|---|
+| **Governance Admin / Validator** | Creates and publishes risk tier templates; defines tier levels, factors, components, scoring rules, thresholds, and override rules; manages template versions |
+| **Developer** | Creates and publishes risk tier assessments for specific records; enters factor values; reviews the suggested tier; manages assessment versions |
+
+## Where to access risk tiering
+
+- **Risk tier templates** — navigate to **Settings → Governance → Risk Tier Templates**.
+- **Risk tier assessments** — open any record in the model inventory and select the **Risk Tier Assessments** tab.
+
+## What's next
+
+:::{#risk-tiering-guides .intro-listing}
+:::

From 14a95d9961d0a1629539e2e5beda612d546ed34f Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 22 Jul 2026 16:33:09 +0000
Subject: [PATCH 25/59] chore: refresh chatbot product map

---
 site/llm/chatbot-product-map.md | 36 ++++++++++++++++-----------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index c161b0a8b5..e30b6eb798 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -84,6 +84,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -94,8 +96,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/managing-documents.html`
-  - Sections: Manage document defaults; Manage document types and documents; What's next
 
 ### Main navigation
 
@@ -117,6 +117,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -127,13 +129,13 @@
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
 - `/guide/templates/manage-text-block-library.html`
   - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
-- `/guide/templates/managing-documents.html`
-  - Sections: Manage document defaults; Manage document types and documents; What's next
 
 #### `/settings/documents/general` — General
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -144,8 +146,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/manage-text-block-library.html`
-  - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
 
 - *No direct help link in frontend; related docs inferred from keywords.*
 
@@ -174,6 +174,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -184,8 +186,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/manage-text-block-library.html`
-  - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
 
 #### `/settings/finding-severities` — Artifact Severities
 
@@ -196,6 +196,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -206,8 +208,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/manage-text-block-library.html`
-  - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
 
 #### `/settings/finding-types` — Artifact Types
 
@@ -218,6 +218,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -228,8 +230,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/manage-text-block-library.html`
-  - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
 
 ### Users & Access
 
@@ -392,6 +392,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -402,8 +404,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/manage-text-block-library.html`
-  - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
 
 - *No direct help link in frontend; related docs inferred from keywords.*
 
@@ -450,6 +450,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/manage-document-templates.html`
@@ -460,8 +462,6 @@
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
 - `/guide/templates/manage-text-block-library.html`
   - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
-- `/guide/templates/managing-documents.html`
-  - Sections: Manage document defaults; Manage document types and documents; What's next
 
 ### Your Account
 
@@ -555,6 +555,8 @@
 
 **Docs (related):**
 
+- `/guide/risk-tiering/manage-risk-tier-templates.html`
+  - Sections: Prerequisites; Access risk tier templates; Create a template; Select a tier calculation method; Define risk tier levels; Publish a template; Create a new version; Duplicate a template
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/customize-document-templates.html`
@@ -565,8 +567,6 @@
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
-- `/guide/templates/manage-text-block-library.html`
-  - Sections: Prerequisites; Add text blocks; Add existing text blocks to library; Duplicate text blocks; Edit text blocks; Delete text blocks
 
 - *No direct help link in frontend; related docs inferred from keywords.*
 

From e1afebe4aaf9246c7ef36eb6d827abf563e2ec8d Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Wed, 22 Jul 2026 17:37:02 -0700
Subject: [PATCH 26/59] Render release-note planning previews

---
 .github/workflows/release-notes-preview.yaml | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/release-notes-preview.yaml b/.github/workflows/release-notes-preview.yaml
index eb2c1aeea7..cdb002cf11 100644
--- a/.github/workflows/release-notes-preview.yaml
+++ b/.github/workflows/release-notes-preview.yaml
@@ -106,6 +106,7 @@ jobs:
           token: ${{ secrets.DOCS_CI_RO_PAT || secrets.docs_ci_ro_pat }}
           sparse-checkout: |
             releases
+            previews
           sparse-checkout-cone-mode: true
 
       - name: Select changed release directories
@@ -115,14 +116,17 @@ jobs:
           set -euo pipefail
           git -C site/_source/release-notes fetch --depth=1 origin main
           git -C site/_source/release-notes diff --name-only --diff-filter=ACMRT \
-            FETCH_HEAD HEAD -- releases \
-            | awk -F/ 'NF >= 4 { print $1 "/" $2 "/" $3 }' \
+            FETCH_HEAD HEAD -- releases previews \
+            | awk -F/ '
+                $1 == "releases" && NF >= 4 { print $1 "/" $2 "/" $3 }
+                $1 == "previews" && NF >= 3 { print $1 "/" $2 }
+              ' \
             | sort -u > .release-preview-targets
           if [[ ! -s .release-preview-targets ]]; then
-            echo "No changed release directories found"
+            echo "No changed release or preview directories found"
             exit 1
           fi
-          echo "Targeted release directories:"
+          echo "Targeted release and preview directories:"
           cat .release-preview-targets
 
       - name: Verify copyright headers
@@ -139,6 +143,9 @@ jobs:
       - name: Populate release notes
         run: |
           cp -r site/_source/release-notes/releases site
+          if [[ -d site/_source/release-notes/previews ]]; then
+            cp -r site/_source/release-notes/previews site
+          fi
           rm -f site/releases/backend-releases.qmd site/releases/cmvm-releases.qmd
 
       - name: Configure AWS credentials

From f3a6954c31961b10b8144614a8816c49f6ab5788 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Thu, 23 Jul 2026 11:06:01 -0700
Subject: [PATCH 27/59] Document configurable attachment upload limit

---
 site/guide/inventory/_field-types.qmd          | 6 +++---
 site/guide/inventory/edit-inventory-fields.qmd | 5 +++--
 site/guide/validation/update-artifacts.qmd     | 4 ++--
 3 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/site/guide/inventory/_field-types.qmd b/site/guide/inventory/_field-types.qmd
index 3b721aa398..4738e3e00c 100644
--- a/site/guide/inventory/_field-types.qmd
+++ b/site/guide/inventory/_field-types.qmd
@@ -57,12 +57,12 @@ For an aggregation field that returns the most recent date a Policy Exception wa
 
 :::: {.content-visible when-format="html" when-meta="includes.inventory"}
 Attachments
-: Upload supporting files for your record.^[[Manage attachments on records](/guide/inventory/edit-inventory-fields.qmd#manage-attachments)] Files must be less than 50 MB each in size.
+: Upload supporting files for your record.^[[Manage attachments on records](/guide/inventory/edit-inventory-fields.qmd#manage-attachments)] The default maximum upload size is 100 MB per file. The limit shown in {{< var vm.product >}} may differ depending on your deployment configuration.
 ::::
 
 :::: {.content-visible when-format="html" when-meta="includes.artifacts"}
 Attachments
-: Upload supporting files for your artifact.^[[Manage attachments on artifacts](/guide/validation/update-artifacts.qmd#manage-attachments)] Files must be less than 50 MB each in size.
+: Upload supporting files for your artifact.^[[Manage attachments on artifacts](/guide/validation/update-artifacts.qmd#manage-attachments)] The default maximum upload size is 100 MB per file. The limit shown in {{< var vm.product >}} may differ depending on your deployment configuration.
 ::::
 
 Calculation
@@ -302,7 +302,7 @@ User
 
 :::: {.content-hidden unless-format="revealjs"}
 Attachments
-: Upload supporting files for your [record](/guide/inventory/edit-inventory-fields.qmd#manage-attachments){target="_blank"} or [artifact](/guide/validation/update-artifacts.qmd#manage-attachments){target="_blank"}. Files must be less than 50 MB each in size.
+: Upload supporting files for your [record](/guide/inventory/edit-inventory-fields.qmd#manage-attachments){target="_blank"} or [artifact](/guide/validation/update-artifacts.qmd#manage-attachments){target="_blank"}. The default maximum upload size is 100 MB per file. The limit shown in {{< var vm.product >}} may differ depending on your deployment configuration.
 
 Calculation
 : Define a `formula(params)` function that reads field values from the `params` dictionary (`params["fieldKey"]`) and returns a read-only value. Formulas are written in Starlark and have access to a set of built-in helpers for dates, numbers, and lists.
diff --git a/site/guide/inventory/edit-inventory-fields.qmd b/site/guide/inventory/edit-inventory-fields.qmd
index 0f57706c61..6bddba7ebd 100644
--- a/site/guide/inventory/edit-inventory-fields.qmd
+++ b/site/guide/inventory/edit-inventory-fields.qmd
@@ -90,7 +90,9 @@ Learn more: [Work with content blocks](/guide/documentation/work-with-content-bl
 ### Manage attachments on records
 <span id="manage-attachments"></span>
 
-::: {.callout title="Uploaded files must be less than 50 MB each in size."}
+::: {.callout title="The default maximum upload size is 100 MB per file."}
+The limit shown in {{< var vm.product >}} may differ depending on your deployment configuration.
+
 - To work with attachments on records, first add an attachment inventory field.[^10]
 - Select attachments in `.pdf` format as context documents when generating text blocks with AI within your documents.[^11]
 :::
@@ -164,4 +166,3 @@ In addition to editing individual fields on a per record basis, you can edit fie
 
 
 
-
diff --git a/site/guide/validation/update-artifacts.qmd b/site/guide/validation/update-artifacts.qmd
index 45bad46e16..782d8b9874 100644
--- a/site/guide/validation/update-artifacts.qmd
+++ b/site/guide/validation/update-artifacts.qmd
@@ -72,7 +72,7 @@ After an artifact is created, you can upload attachments as supporting documenta
 #### Add attachments to artifacts
 
 ::: {.callout}
-Uploaded files must be less than 50 MB each in size.
+The default maximum upload size is 100 MB per file. The limit shown in {{< var vm.product >}} may differ depending on your deployment configuration.
 :::
 
 1. Click on the header of your attachment field.
@@ -142,4 +142,4 @@ If you logged an artifact in error or otherwise no longer need to track that art
 
 [^10]: [View and filter artifacts](view-filter-artifacts.qmd)
 
-[^11]: [Manage artifact types](manage-artifact-types.qmd)
\ No newline at end of file
+[^11]: [Manage artifact types](manage-artifact-types.qmd)

From ebd152e3b765004a857d057c6dc4a00f7159df0c Mon Sep 17 00:00:00 2001
From: Spencer Krum <nibz@validmind.ai>
Date: Thu, 23 Jul 2026 14:37:15 -0500
Subject: [PATCH 28/59] docs: add entra connect guide

---
 site/faq/faq-organizations.qmd                |   4 +-
 site/guide/_sidebar.yaml                      |   1 +
 .../configure-sso-with-entra.qmd              | 139 ++++++++++++++++++
 site/guide/configuration/managing-users.qmd   |   1 +
 4 files changed, 144 insertions(+), 1 deletion(-)
 create mode 100644 site/guide/configuration/configure-sso-with-entra.qmd

diff --git a/site/faq/faq-organizations.qmd b/site/faq/faq-organizations.qmd
index bbbc1395fd..9a00e7522e 100644
--- a/site/faq/faq-organizations.qmd
+++ b/site/faq/faq-organizations.qmd
@@ -42,7 +42,7 @@ By default, the [{{< fa hand >}} Customer Admin]{.bubble} role[^5] has sufficien
 
 - {{< var vm.product >}} provides a built-in user management interface that allows new users to be registered on the {{< var validmind.platform >}} and assigned user roles[^6] and user groups.[^7]
 - User roles, user groups, and access permissions are configured during initial onboarding and can be updated at any time.
-- In addition, {{< var vm.product >}} also offers support for Single Sign-On (SSO) integration.
+- In addition, {{< var vm.product >}} also offers support for Single Sign-On (SSO) integration.[^12]
 
 ## How do user roles, user groups, and access permissions work?
 
@@ -82,3 +82,5 @@ By default, the [{{< fa hand >}} Customer Admin]{.bubble} role has sufficient pe
 [^10]: [Manage roles](/guide/configuration/manage-roles.qmd)
 
 [^11]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
+
+[^12]: [Configure SSO with Microsoft Entra ID](/guide/configuration/configure-sso-with-entra.qmd)
diff --git a/site/guide/_sidebar.yaml b/site/guide/_sidebar.yaml
index c9860201bc..e349b1fbc8 100644
--- a/site/guide/_sidebar.yaml
+++ b/site/guide/_sidebar.yaml
@@ -29,6 +29,7 @@ website:
                 - text: "Configure Google PSC"
                   file: guide/configuration/configure-google-private-service-connect.qmd
                 - guide/configuration/configure-azure-private-link.qmd
+            - guide/configuration/configure-sso-with-entra.qmd
             - file: guide/configuration/managing-users.qmd
               contents:
                 - guide/configuration/manage-users.qmd
diff --git a/site/guide/configuration/configure-sso-with-entra.qmd b/site/guide/configuration/configure-sso-with-entra.qmd
new file mode 100644
index 0000000000..c94e158470
--- /dev/null
+++ b/site/guide/configuration/configure-sso-with-entra.qmd
@@ -0,0 +1,139 @@
+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Configure SSO with Microsoft Entra ID"
+date: last-modified
+---
+
+Connect your organization's Microsoft Entra ID (formerly Azure AD) tenant to {{< var vm.product >}} so your users can sign in with single sign-on (SSO), using the identity provider (IdP) your IT team already manages.
+
+This guide is for customers using the {{< var validmind.platform >}} cloud (SaaS) offering who want to bring their own identity provider. Microsoft Entra ID is currently the identity provider {{< var vm.product >}} supports for self-service SSO on our multi-tenant cloud.
+
+::: {.callout-important title="This is a shared setup"}
+You configure the application registration in your own Entra tenant, then send {{< var vm.product >}} a handful of non-secret values so we can enable SSO for your organization. There's no client secret to exchange — see [Why no client secret?](#why-no-client-secret).
+:::
+
+::: {.attn}
+
+## Prerequisites
+
+- [x] {{< var link.login >}}
+- [x] You are a [{{< fa hand >}} Customer Admin]{.bubble} in {{< var vm.product >}}, or you're working with someone who is.[^1]
+- [x] You have Application Administrator (or Global Administrator) access to your organization's Microsoft Entra ID tenant.
+- [x] You know the URL your organization uses to reach {{< var vm.product >}} (for example, `https://yourcompany.validmind.ai/`).
+
+:::
+
+## Step 1: Register an application in Entra ID
+
+1. Sign in to the [Microsoft Entra admin center](https://entra.microsoft.com) with your Entra administrator account.
+
+2. Go to **Identity** > **Applications** > **App registrations**, then click **New registration**.
+
+3. Give the application a name, such as `ValidMind SSO`.
+
+4. Under **Supported account types**, select **Accounts in this organizational directory only (Single tenant)** unless your organization specifically needs multi-tenant sign-in.
+
+5. Under **Redirect URI**, select **Single-page application (SPA)** as the platform, and enter the URL your organization uses to access {{< var vm.product >}}, for example `https://yourcompany.validmind.ai/`.
+
+6. Click **Register**.
+
+::: {.callout-important title="Register the platform as \"Single-page application\", not \"Web\""}
+{{< var vm.product >}}'s login flow uses the Authorization Code Flow with PKCE as a public client — it never uses a client secret. Registering under **Web** instead of **SPA** will cause sign-in to fail with a CORS or token-response error.
+:::
+
+7. Open the app's **Authentication** blade and add the same URL again under **Front-channel logout URL**. This lets {{< var vm.product >}} sign users out of Entra ID cleanly when they log out.
+
+You don't need to configure an "Expose an API" section, an Application ID URI, or any Microsoft Graph API permissions — {{< var vm.product >}} validates the sign-in (ID) token directly and never calls back into Entra ID or Graph.
+
+## Step 2: Configure the claims Entra ID sends to ValidMind
+
+{{< var vm.product >}} reads the following information from the ID token Entra ID issues after sign-in:
+
+| What {{< var vm.product >}} needs | Claim(s) Entra ID can supply (in priority order) |
+| --- | --- |
+| Email address | `email`, then `upn`, then `preferred_username` |
+| Display name | `name`, then `given_name` and `family_name`, then falls back to email |
+| Group membership (for role/group mapping) | `groups` |
+
+1. In your app registration, open **Token configuration** and click **Add optional claim**.
+
+2. Select token type **ID**, then check `email`, `upn`, `given_name`, and `family_name`. Click **Add**.
+
+   If prompted to turn on the Microsoft Graph **email** permission for these claims to appear, accept the prompt.
+
+3. Click **Add groups claim**.
+
+   - Select **Security groups** (or **All groups**, if you also want directory roles or distribution groups available for mapping).
+   - Under **Customize token properties by type**, the default is to emit each group's **Group ID** (an object ID, not its display name) in the ID token. You can leave this as the default, or select a different format such as `sAMAccountName` if your groups are hybrid-synced from on-premises Active Directory — note the format you choose, since you'll enter matching values in {{< var vm.product >}} in [Step 4](#step-4-map-entra-groups-to-validmind-roles).
+   - Click **Add**.
+
+::: {.callout-important title="More than 200 group memberships?"}
+Entra ID only includes a user's group memberships directly in the token up to a limit (200 for JWTs). Users who belong to more groups than that receive an "overage" claim instead of a `groups` claim, which breaks role/group mapping for them. If your users typically belong to many groups, keep the security groups used for {{< var vm.product >}} role mapping to a small, dedicated set. See Microsoft's [documentation on the groups overage claim](https://learn.microsoft.com/en-us/security/zero-trust/develop/configure-tokens-group-claims-app-roles#group-overages) for details.
+:::
+
+## Step 3: Send ValidMind your application details
+
+Once your app registration is configured, [open a support ticket]({{< var link.contact >}}) or email [{{< var support.email >}}](mailto:{{< var support.email >}}?subject=Entra%20ID%20SSO%20setup) with:
+
+- Your **Directory (tenant) ID** and **Application (client) ID**, both shown on the app registration's **Overview** page.
+- Confirmation that the redirect URI and front-channel logout URL are registered under the **Single-page application** platform.
+- Which format your `groups` claim uses (object ID or another identifier), from [Step 2](#step-2-configure-the-claims-entra-id-sends-to-validmind).
+- Optionally, any email domains you'd like sign-in restricted to (for example, `yourcompany.com`), as an extra safeguard.
+- Whether you'd like **Group Sync** enabled in addition to **Role Sync** — role sync maps Entra groups to {{< var vm.product >}} roles, group sync additionally maps Entra groups to {{< var vm.product >}} groups.[^2]
+
+None of these values are secrets, so a support ticket or email is fine — there's no client secret or certificate involved.
+
+{{< var vm.product >}} will confirm once Entra ID SSO (and role/group sync, if requested) has been enabled for your organization.
+
+## Step 4: Map Entra groups to ValidMind roles
+
+Once {{< var vm.product >}} has enabled sync for your organization, a [{{< fa hand >}} Customer Admin]{.bubble} can map Entra groups to {{< var vm.product >}} roles without ValidMind's involvement:
+
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
+
+2. Under **Organization**, select **Authentication**.
+
+3. Under **OIDC Role Mappings**, click **Add Mapping** and enter:
+
+   - The group value exactly as it appears in your `groups` claim (typically an object ID, unless you customized the claim format in [Step 2](#step-2-configure-the-claims-entra-id-sends-to-validmind)).
+   - The {{< var vm.product >}} role that group should map to.
+
+4. If Group Sync is enabled for your organization, repeat under **OIDC Group Mappings** to map Entra groups to {{< var vm.product >}} groups.
+
+5. Click **Save Mappings**.
+
+Example:
+
+| Entra security group | ValidMind role |
+| --- | --- |
+| `Data Scientists` | Developer |
+| `Model Risk` | Validator |
+| `IT Admins` | Customer Admin |
+
+## Step 5: Test sign-in
+
+1. Log out of {{< var vm.product >}}, if you're logged in.
+
+2. Go to your {{< var vm.product >}} login page. You should be redirected to the Microsoft sign-in screen.
+
+3. Sign in with an Entra ID account that belongs to one of the groups you mapped.
+
+4. Confirm you're redirected back to {{< var vm.product >}}, logged in, and that your role matches what you'd expect based on your group membership.
+
+## Why no client secret?
+
+{{< var vm.product >}}'s frontend is a single-page application that authenticates directly with Entra ID using the Authorization Code Flow with PKCE. This is the flow Microsoft recommends for browser-based apps, and it doesn't use or store a client secret at all — which is also why the app must be registered under the **Single-page application** platform rather than **Web** in [Step 1](#step-1-register-an-application-in-entra-id).
+
+## What's next
+
+- [Managing users](/guide/configuration/managing-users.qmd)
+- [Access and permissions FAQ](/faq/faq-organizations.qmd)
+- [Support](/support/support.qmd)
+
+<!-- FOOTNOTES -->
+
+[^1]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
+
+[^2]: [Manage groups](/guide/configuration/manage-groups.qmd)
diff --git a/site/guide/configuration/managing-users.qmd b/site/guide/configuration/managing-users.qmd
index 2324457094..3e928529f3 100644
--- a/site/guide/configuration/managing-users.qmd
+++ b/site/guide/configuration/managing-users.qmd
@@ -72,5 +72,6 @@ customer admin
 
 ## What's next
 
+- [Configure SSO with Microsoft Entra ID](/guide/configuration/configure-sso-with-entra.qmd)
 - [Access and permissions FAQ](/faq/faq-organizations.qmd)
 - [Managing integrations](/guide/integrations/managing-integrations.qmd)
\ No newline at end of file

From e0c076684fcd9bef7230505a8111ddc978e26fd3 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 23 Jul 2026 19:57:00 +0000
Subject: [PATCH 29/59] chore: refresh chatbot product map

---
 site/llm/chatbot-product-map.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index c161b0a8b5..6b38d9bd0e 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -261,10 +261,10 @@
   - Sections: Prerequisites; VNet service information; Steps; What's next
 - `/guide/configuration/configure-google-private-service-connect.html`
   - Sections: Prerequisites; VPC service information; Configure your Google Cloud Platform project; Request access from }; Prepare your network for connection; Create an endpoint to connect to }; Steps; Create an endpoint to connect to the } authentication service
+- `/guide/configuration/configure-sso-with-entra.html`
+  - Sections: Prerequisites; Step 1: Register an application in Entra ID; Step 2: Configure the claims Entra ID sends to ValidMind; Step 3: Send ValidMind your application details; Step 4: Map Entra groups to ValidMind roles; Step 5: Test sign-in; Why no client secret?; What's next
 - `/guide/configuration/configuring-private-connectivity.html`
   - Sections: What's next
-- `/guide/configuration/customize-your-dashboard.html`
-  - Sections: Prerequisites; Manage dashboards; Add dashboards; Edit or remove dashboards; Manage widgets; Arrange widgets; Add widgets; Remove widgets
 
 - *No direct help link in frontend; related docs inferred from keywords.*
 
@@ -280,10 +280,10 @@
   - Sections: Prerequisites; VNet service information; Steps; What's next
 - `/guide/configuration/configure-google-private-service-connect.html`
   - Sections: Prerequisites; VPC service information; Configure your Google Cloud Platform project; Request access from }; Prepare your network for connection; Create an endpoint to connect to }; Steps; Create an endpoint to connect to the } authentication service
+- `/guide/configuration/configure-sso-with-entra.html`
+  - Sections: Prerequisites; Step 1: Register an application in Entra ID; Step 2: Configure the claims Entra ID sends to ValidMind; Step 3: Send ValidMind your application details; Step 4: Map Entra groups to ValidMind roles; Step 5: Test sign-in; Why no client secret?; What's next
 - `/guide/configuration/configuring-private-connectivity.html`
   - Sections: What's next
-- `/guide/configuration/customize-your-dashboard.html`
-  - Sections: Prerequisites; Manage dashboards; Add dashboards; Edit or remove dashboards; Manage widgets; Arrange widgets; Add widgets; Remove widgets
 
 - *No direct help link in frontend; related docs inferred from keywords.*
 
@@ -299,10 +299,10 @@
   - Sections: Prerequisites; VNet service information; Steps; What's next
 - `/guide/configuration/configure-google-private-service-connect.html`
   - Sections: Prerequisites; VPC service information; Configure your Google Cloud Platform project; Request access from }; Prepare your network for connection; Create an endpoint to connect to }; Steps; Create an endpoint to connect to the } authentication service
+- `/guide/configuration/configure-sso-with-entra.html`
+  - Sections: Prerequisites; Step 1: Register an application in Entra ID; Step 2: Configure the claims Entra ID sends to ValidMind; Step 3: Send ValidMind your application details; Step 4: Map Entra groups to ValidMind roles; Step 5: Test sign-in; Why no client secret?; What's next
 - `/guide/configuration/configuring-private-connectivity.html`
   - Sections: What's next
-- `/guide/configuration/customize-your-dashboard.html`
-  - Sections: Prerequisites; Manage dashboards; Add dashboards; Edit or remove dashboards; Manage widgets; Arrange widgets; Add widgets; Remove widgets
 
 - *No direct help link in frontend; related docs inferred from keywords.*
 

From 8e01a77c073ed3e5d7e38b8544cab14629bc2e38 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Thu, 23 Jul 2026 15:09:23 -0700
Subject: [PATCH 30/59] Document artifact field-change workflow triggers

---
 site/guide/workflows/_add-new-workflows.qmd | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/site/guide/workflows/_add-new-workflows.qmd b/site/guide/workflows/_add-new-workflows.qmd
index 7d270c88af..0304160abf 100644
--- a/site/guide/workflows/_add-new-workflows.qmd
+++ b/site/guide/workflows/_add-new-workflows.qmd
@@ -47,6 +47,7 @@ iv. Under **Workflow Start**, select when the workflow should be initiated:
 
 - **Manually** — Start this workflow manually.^[[Initiate workflows](/guide/workflows/manage-workflows.qmd#initiate-workflows)]
 - **On Artifact Registration** — Start this workflow when an artifact is logged on a record.[^on-artifact-registration]
+- **On Field Change** — Start this workflow when a specific artifact field changes.[^on-artifact-field-change] To configure, select a field under **Artifact Field to Monitor**.
 - **Via Webhook** — Start this workflow when a webhook event is received.
 
 v. Under **Workflow Expected Duration**, define the SLA for the workflow based on the start date in days, weeks, months, or years.
@@ -80,6 +81,14 @@ vi. Click **Save Draft** to save your blank workflow, and then [configure your w
     <br></br>
     When selecting date or date time fields, check **Schedule workflow start for this date** to set the workflow to trigger on the existing date captured in the field rather than when its value changes.
 
+[^on-artifact-field-change]:
+
+    [Manage artifact fields](/guide/validation/manage-artifact-fields.qmd)
+    <br></br>
+    Only artifact fields available to the selected artifact type appear. Artifact fields that apply to all artifact types also appear. Record fields displayed from the parent record are not available as triggers.
+    <br></br>
+    When selecting date or date time fields, check **Schedule workflow start for this date** to set the workflow to trigger on the existing date captured in the field rather than when its value changes.
+
 [^artifact-workflow-record-scopes]:
 
     [Manage inventory record types](/guide/inventory/manage-inventory-record-types.qmd)
@@ -133,9 +142,10 @@ iv. Under **Workflow Start**, select when the workflow should be initiated:
 
 - **Manually** — Start this workflow manually.
 - **On Artifact Registration** — Start this workflow when an artifact is logged on a record.
+- **On Field Change** — Start this workflow when a specific artifact field changes. To configure, select a field under **Artifact Field to Monitor**. Only artifact fields available to the selected artifact type appear; record fields displayed from the parent record are not available as triggers.
 
 v. Under **Workflow Expected Duration**, define the SLA for the workflow based on the start date in days, weeks, months, or years.
 
 vi. Click **Save Draft** to save your blank workflow, and then configure your workflow steps.
 
-::::
\ No newline at end of file
+::::

From 6a1c5898619c41d9c7c67eab47d25afbe8a3a4e3 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Thu, 23 Jul 2026 15:11:13 -0700
Subject: [PATCH 31/59] Remove ai_explain workflows

---
 .github/workflows/ai_explain.py   | 125 ------------------------------
 .github/workflows/ai_explain.yaml |  35 ---------
 2 files changed, 160 deletions(-)
 delete mode 100644 .github/workflows/ai_explain.py
 delete mode 100644 .github/workflows/ai_explain.yaml

diff --git a/.github/workflows/ai_explain.py b/.github/workflows/ai_explain.py
deleted file mode 100644
index 4aa79fa985..0000000000
--- a/.github/workflows/ai_explain.py
+++ /dev/null
@@ -1,125 +0,0 @@
-import json
-import os
-import sys
-
-from github import Github
-from openai import APIConnectionError, OpenAI, OpenAIError
-
-
-# Initialize GitHub and OpenAI clients
-github_token = os.getenv("GITHUB_TOKEN")
-repo_name = os.getenv("GITHUB_REPOSITORY")
-pr_ref = os.getenv("GITHUB_REF")
-
-# Extract PR number from the ref (refs/pull/{pr_number}/merge)
-pr_number = pr_ref.split("/")[2]
-
-g = Github(github_token)
-repo = g.get_repo(repo_name)
-pr = repo.get_pull(int(pr_number))
-
-# Get the files changed in the current PR
-files = pr.get_files()
-diffs = []
-
-for file in files:
-    filename = file.filename
-    patch = file.patch
-    diffs.append(f"File: {filename}\n{patch}")
-
-diff = "\n\n".join(diffs)
-
-# Add a unique marker at the start of the comment to find comments by the bot
-COMMENT_MARKER = "<!-- AI-EXPLAIN-COMMENT -->"
-
-# Fetch existing AI explanation comment
-existing_explanation_comments = []
-comments = pr.get_issue_comments()
-for comment in comments:
-    if comment.user.login == "github-actions[bot]" and COMMENT_MARKER in comment.body:
-        existing_explanation_comments.append(comment)
-
-# OpenAI prompt template
-prompt_template = """
-You are an expert software engineer reviewing a pull request (PR) that introduces enhancements or
-bugfixes to a software project. Your task is to assess the changes made in the PR and provide a
-detailed summary, test suggestions, code quality assessment, and security assessment.
-
-To produce an assessment that can be processed with a script, you generate a JSON object that
-describes a PR diff. Your response should be a JSON object with the following keys:
-
-- title (string)
-- summary (markdown string that starts with the title "# PR Summary")
-- test_suggestions (array of strings)
-- code_quality_assessment (array of strings)
-- security_assessment (array of strings)
-
-## Instructions for Computing the value of each field
-
-- The `title` field should be a concise summary of the changes.
-- The `summary` field should provide a detailed markdown description of the PR, titled "# PR Summary".
-    - The `summary` should focus on the functional changes introduced by the PR.
-    - The `summary` should omit mentioning version updates from files like `pyproject.toml` or `package.json`, formatting changes, or other trivial modifications.
-- The `test_suggestions` field should list test suggestions as an array of strings.
-- The `code_quality_assessment` field should provide an assessment of the code quality as an array of strings. It can be "None" if there are no specific concerns.
-- The `security_assessment` field should provide an assessment of the security implications as an array of strings. It can be "None" if there are no specific concerns.
-
-diff:
-```
-{diff}
-```
-"""
-
-# Prepare OpenAI prompt
-prompt = prompt_template.format(diff=diff)
-
-try:
-    # Call OpenAI API
-    client = OpenAI()
-    response = client.chat.completions.create(
-        model="o3-mini",
-        response_format={"type": "json_object"},
-        messages=[
-            {
-                "role": "user",
-                "content": prompt,
-            }
-        ],
-    )
-except APIConnectionError as e:
-    print(f"OpenAI API connection error: {e}")
-    sys.exit(0)  # happy exit so that the workflow will continue
-except OpenAIError as e:
-    print(f"OpenAI API error: {e}")
-    sys.exit(0)  # happy exit so that the workflow will continue
-except Exception as e:
-    print(f"Unexpected error: {e}")
-    sys.exit(0)  # happy exit so that the workflow will continue
-
-# Parse OpenAI response
-ai_response = json.loads(response.choices[0].message.content.strip())
-
-# Create a new comment and delete the existing explanation comment
-new_comment = pr.create_issue_comment(
-    f"{COMMENT_MARKER}\n"
-    f"{ai_response['summary']}\n\n"
-    f"## Test Suggestions\n"
-    f"- " + "\n- ".join(ai_response["test_suggestions"])
-    if ai_response.get("test_suggestions", None)
-    else (
-        "n/a" + "\n\n## Code Quality Assessment\n- " + "\n- ".join(ai_response["code_quality_assessment"])
-        if ai_response.get("code_quality_assessment", None)
-        else (
-            "n/a" + "\n\n## Security Assessment\n- " + "\n- ".join(ai_response["security_assessment"])
-            if ai_response.get("security_assessment", None)
-            else "n/a" + "\n\n"
-        )
-    )
-)
-
-# Delete all previous AI explain comments
-for comment in existing_explanation_comments:
-    try:
-        comment.delete()
-    except Exception as e:
-        print(f"Failed to delete comment: {e!s}")
diff --git a/.github/workflows/ai_explain.yaml b/.github/workflows/ai_explain.yaml
deleted file mode 100644
index 587ff35acd..0000000000
--- a/.github/workflows/ai_explain.yaml
+++ /dev/null
@@ -1,35 +0,0 @@
-name: PR Explanation
-
-permissions:
-  contents: write
-  pull-requests: write
-
-on:
-  pull_request:
-    types: [opened, synchronize]
-
-jobs:
-  explain-pr:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v3
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.11"
-
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install openai
-          pip install PyGithub
-
-      - name: Explain PR
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          OPENAI_API_KEY: ${{ secrets.OPENAI_PR_SUMMARY_KEY }}
-          GITHUB_REPOSITORY: ${{ github.repository }}
-          GITHUB_REF: ${{ github.ref }}
-        run: python .github/workflows/ai_explain.py

From b97e919d492106a3c2b4ad3725110235323eee12 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Thu, 23 Jul 2026 16:09:00 -0700
Subject: [PATCH 32/59] Add documentation coverage agent guidance

---
 AGENTS.md                                     |  13 ++
 skills/validmind-docs-coverage/SKILL.md       | 118 ++++++++++++++++++
 .../agents/openai.yaml                        |   4 +
 .../scripts/render-pages.sh                   |  25 ++++
 4 files changed, 160 insertions(+)
 create mode 100644 skills/validmind-docs-coverage/SKILL.md
 create mode 100644 skills/validmind-docs-coverage/agents/openai.yaml
 create mode 100755 skills/validmind-docs-coverage/scripts/render-pages.sh

diff --git a/AGENTS.md b/AGENTS.md
index dd7fa67ec4..ea895c86c1 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -49,6 +49,19 @@ Documentation is written in Quarto Markdown (`.qmd`). Key conventions:
 - Cross-references use relative paths ending in `.qmd`
 - Images are stored alongside their `.qmd` files
 
+## Documentation coverage reviews
+
+When validating documentation coverage for a Shortcut story or engineering change:
+
+- Read the full story and inspect the final implementation pull requests. Treat the implemented behavior as authoritative when it differs from the story description, while verifying merge and release state before calling it shipped.
+- Compare that behavior with documentation on current `origin/main` and classify coverage as Covered, Partial, Outdated, Missing, or Source Gap.
+- Search for every consumer of edited Quarto includes and validate all affected formats, including both HTML guides and RevealJS training where applicable.
+- Render affected pages one at a time. Use `skills/validmind-docs-coverage/scripts/render-pages.sh` for multi-page validation.
+- Add direct links to each changed page in the pull request after the ready-for-review `validate` job deploys the preview.
+- Verify current review, validation, and merge state immediately before describing a pull request in Shortcut or a release tracker. Do not update tracker task state unless explicitly requested.
+
+For the complete Shortcut-to-documentation workflow, use [ValidMind documentation coverage](skills/validmind-docs-coverage/SKILL.md).
+
 ## Pull requests and release notes
 
 Documentation pull requests must follow the repository's release-note policy:
diff --git a/skills/validmind-docs-coverage/SKILL.md b/skills/validmind-docs-coverage/SKILL.md
new file mode 100644
index 0000000000..61c46e3e05
--- /dev/null
+++ b/skills/validmind-docs-coverage/SKILL.md
@@ -0,0 +1,118 @@
+---
+name: validmind-docs-coverage
+description: Verify and implement documentation coverage for a ValidMind Shortcut story or engineering change by comparing final merged frontend/backend behavior with current documentation, classifying the gap, updating shared Quarto sources, validating every affected guide and training output, and preparing reviewer-ready pull requests and release-tracker updates. Use for single-story docs checks, `needs-docs` tickets, release documentation subtasks, or requests to create a documentation PR for a shipped change.
+---
+
+# ValidMind Documentation Coverage
+
+Validate coverage from implementation evidence, then make the smallest complete documentation change when authorized.
+
+## 1. Establish scope
+
+1. Read the repository `AGENTS.md`.
+2. Fetch the full Shortcut story, including comments, related stories, epic, linked branches, and pull requests.
+3. Identify the final implementation PRs in every affected repository.
+4. Inspect the PR bodies, changed files, relevant patches, tests, merge status, and later corrective PRs.
+
+Treat the final implementation diff as authoritative for behavior when it differs from the Shortcut description. Verify merge and release state separately. Distinguish:
+
+- Customer problem and expected behavior
+- Implemented product behavior
+- Explicit limitations and out-of-scope behavior
+- Proposed architecture that did not ship
+
+Do not treat an `internal` implementation label as evidence that a customer-visible capability needs no documentation.
+
+## 2. Compare with current documentation
+
+1. Fetch the latest `origin/main`.
+2. Extract user-facing terminology, UI labels, routes, configuration, limits, errors, and edge cases from the implementation.
+3. Search documentation with `rg`, starting in the most relevant section under `site/`.
+4. When the change is tied to a product route, consult `chatbot-product-map.md` and its frontend snapshot.
+5. Search for Quarto includes that consume any candidate shared source.
+
+Classify the result:
+
+| Status | Meaning |
+|---|---|
+| Covered | Current docs match the shipped behavior and important limitations. |
+| Partial | The feature is mentioned, but new options or behavior are missing. |
+| Outdated | Current instructions or stated behavior are now wrong. |
+| Missing | No appropriate documentation coverage exists. |
+| Source Gap | Implementation or release state is too uncertain to document safely. |
+
+For a verification-only request, stop after reporting the classification, evidence, affected pages, and recommended scope. Do not edit files or external trackers until authorized.
+
+## 3. Implement an approved update
+
+1. Confirm the worktree and current branch before editing.
+2. Start from current `origin/main` on a `codex/sc-<story-id>-<slug>` branch.
+3. Update the smallest authoritative source.
+4. Preserve Quarto variables, `.qmd` cross-references, conditional HTML/RevealJS variants, and existing terminology.
+5. If editing an include, find every consumer:
+
+```bash
+rg -n "_source-name\\.qmd" site --glob '*.qmd'
+```
+
+Document operationally important limitations without exposing unnecessary backend mechanics.
+
+## 4. Validate every consumer
+
+Render every affected parent page and every output format. Quarto accepts one page reliably per invocation for this repository; do not pass multiple page paths to one `quarto render` command.
+
+Use the bundled helper from the repository root:
+
+```bash
+skills/validmind-docs-coverage/scripts/render-pages.sh \
+  guide/example/page.qmd \
+  training/example/module.qmd
+```
+
+Then:
+
+1. Run `git diff --check`.
+2. Inspect rendered HTML under `site/_site/` for the new copy and anchors.
+3. Report render warnings explicitly and determine whether they are introduced by the change.
+4. Do not claim hosted preview success until the GitHub `validate` check passes.
+
+## 5. Prepare the pull request
+
+Follow `.github/pull_request_template.md` and the repository release-note policy.
+
+Include:
+
+- Shortcut story and final implementation PRs
+- Before/after documentation behavior
+- Exact local render commands or helper invocation
+- Special-review assumptions and limitations
+- A user-facing release-note entry
+- The `documentation` label for external content changes
+
+The hosted preview is created only after a draft PR becomes ready for review. Its base path is:
+
+```text
+https://docs-staging.validmind.ai/pr_previews/<branch>/
+```
+
+After `validate` succeeds:
+
+1. Verify each relevant preview page returns successfully.
+2. Add direct links to every changed rendered page, including useful section or RevealJS slide anchors.
+3. Prefer direct reviewer destinations over the preview root.
+
+## 6. Update release tracking
+
+When asked to update a release documentation tracker:
+
+1. Resolve the exact tracker and subtask for the engineering story.
+2. Comment with the documentation PR link and the behavior covered.
+3. Re-read GitHub state immediately before describing review, validation, or merge status.
+4. Do not mark the tracker task complete unless the user explicitly asks you to do so.
+
+## Evidence rules
+
+- Do not infer deployment or release from a merged PR alone when release evidence is required.
+- Do not describe a PR as approved, validated, or merging without checking current state.
+- If private-repository connectors return `404`, use authenticated `gh` as the fallback and preserve the same evidence standard.
+- Keep `Source Gap` explicit when implementation, configuration, or ownership cannot be verified.
diff --git a/skills/validmind-docs-coverage/agents/openai.yaml b/skills/validmind-docs-coverage/agents/openai.yaml
new file mode 100644
index 0000000000..8e8117054a
--- /dev/null
+++ b/skills/validmind-docs-coverage/agents/openai.yaml
@@ -0,0 +1,4 @@
+interface:
+  display_name: "ValidMind Docs Coverage"
+  short_description: "Verify and publish ValidMind documentation coverage"
+  default_prompt: "Use $validmind-docs-coverage to verify documentation coverage for this Shortcut story and prepare any required docs PR."
diff --git a/skills/validmind-docs-coverage/scripts/render-pages.sh b/skills/validmind-docs-coverage/scripts/render-pages.sh
new file mode 100755
index 0000000000..56aaca1857
--- /dev/null
+++ b/skills/validmind-docs-coverage/scripts/render-pages.sh
@@ -0,0 +1,25 @@
+#!/usr/bin/env bash
+
+set -euo pipefail
+
+if [[ "$#" -eq 0 ]]; then
+  echo "Usage: render-pages.sh <site-relative-page.qmd> [...]" >&2
+  exit 2
+fi
+
+repository_root="$(git rev-parse --show-toplevel)"
+site_root="${repository_root}/site"
+
+for requested_page in "$@"; do
+  page="${requested_page#site/}"
+  if [[ ! -f "${site_root}/${page}" ]]; then
+    echo "Page not found: ${requested_page}" >&2
+    exit 2
+  fi
+
+  echo "Rendering ${page}"
+  (
+    cd "${site_root}"
+    quarto render "${page}" --profile development
+  )
+done

From bee3189bf8794c9545111b38034966f3466bf06b Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Thu, 23 Jul 2026 16:12:16 -0700
Subject: [PATCH 33/59] Expose agent skills to Claude

---
 .claude/skills | 1 +
 1 file changed, 1 insertion(+)
 create mode 120000 .claude/skills

diff --git a/.claude/skills b/.claude/skills
new file mode 120000
index 0000000000..42c5394a18
--- /dev/null
+++ b/.claude/skills
@@ -0,0 +1 @@
+../skills
\ No newline at end of file

From ced370c17d39cce4b366bcf15fd58a659627a25b Mon Sep 17 00:00:00 2001
From: panchicore <thepanchi@gmail.com>
Date: Fri, 24 Jul 2026 09:04:18 -0500
Subject: [PATCH 34/59] [SC-16823] Document Document Checker runs, publishing,
 and artifacts

Documents the persisted Document Checker runs feature: private/shared
run visibility, viewing previous runs, rename/delete, publishing to the
organization, creating artifacts from published runs with Source
traceability, and run-scoped PDF export.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 site/guide/documentation/_check-documents.qmd | 14 ++--
 .../check-documents-for-compliance.qmd        | 79 +++++++++++++++++++
 .../finalizing-validation-reports.qmd         |  2 +-
 3 files changed, 88 insertions(+), 7 deletions(-)

diff --git a/site/guide/documentation/_check-documents.qmd b/site/guide/documentation/_check-documents.qmd
index 42fac128c1..8d0ffce681 100644
--- a/site/guide/documentation/_check-documents.qmd
+++ b/site/guide/documentation/_check-documents.qmd
@@ -37,9 +37,9 @@ a. In the {{< var vm.checker >}} modal, select a **Regulation or Policy** and an
 
    A list of regulation-based questions appears for your review.
 
-a. Scroll to the bottom and click **Check {document type} Document** where `{document type}` is the type of document you are checking.
+a. Scroll to the bottom and click **Check Document**.
 
-The {{< var validmind.checker >}} analyzes your document, identifies gaps, and generates recommendations for specific questions for your review.
+The {{< var validmind.checker >}} analyzes your document, identifies gaps, and generates recommendations for specific questions for your review. When the analysis completes, your results are saved automatically as a private run that only you can see.^[[Manage {{< var vm.checker >}} runs](/guide/documentation/check-documents-for-compliance.qmd#manage-document-checker-runs)]
 
 ### 3. Review the observations
 
@@ -74,7 +74,9 @@ Use the feedback provided by the {{< var validmind.checker >}} to review the app
 
 ### 4. (Optional) Export results
 
-To export the results of the {{< var vm.checker >}} to a `.pdf` (Portable Document Format) file for usage outside of the {{< var validmind.platform >}}, click **{{< fa download >}} Export All**.
+To export the results of the {{< var vm.checker >}} to a `.pdf` (Portable Document Format) file for usage outside of the {{< var validmind.platform >}}, click **{{< fa download >}} Export All**. To export only some questions, select the questions you want and click **Export _n_ selected**, where `n` is the number of questions you selected.
+
+The exported file reflects the saved results of that run, including any artifacts created from it.^[[Create artifacts from a run](/guide/documentation/check-documents-for-compliance.qmd#create-artifacts-from-a-run)]
 
 ::::
 
@@ -107,7 +109,7 @@ a. In the {{< var vm.checker >}} modal, select a **Regulation or Policy** and an
 
 a. Scroll to the bottom and click **Check Document**.
 
-The {{< var validmind.checker >}} analyzes your documentation, identifies gaps, and generates recommendations for specific questions that you review in the next step.
+The {{< var validmind.checker >}} analyzes your documentation, identifies gaps, and generates recommendations for specific questions that you review in the next step. Results are saved automatically as a private run that only you can see.
 
 #### 2. Review observations
 
@@ -159,9 +161,9 @@ a. In the {{< var vm.checker >}} modal, select a **Regulation or Policy** and an
 
    A list of regulation-based questions appears for your review.
 
-a. Scroll to the bottom and click **Check Validation Document**.
+a. Scroll to the bottom and click **Check Document**.
 
-The {{< var validmind.checker >}} analyzes your report, identifies gaps, and generates recommendations for specific questions that you review in the next step.
+The {{< var validmind.checker >}} analyzes your report, identifies gaps, and generates recommendations for specific questions that you review in the next step. Results are saved automatically as a private run that only you can see.
 
 #### 2. Review observations
 
diff --git a/site/guide/documentation/check-documents-for-compliance.qmd b/site/guide/documentation/check-documents-for-compliance.qmd
index 47c51499e2..1bc1d5e1ec 100644
--- a/site/guide/documentation/check-documents-for-compliance.qmd
+++ b/site/guide/documentation/check-documents-for-compliance.qmd
@@ -39,6 +39,75 @@ Use the {{< var validmind.checker >}} to analyze your completed documents by com
 
 {{< include /guide/documentation/_check-documents.qmd >}}
 
+## Manage {{< var vm.checker >}} runs {#manage-document-checker-runs}
+
+Each completed check is saved automatically as a run. Runs are private by default — only you can see your own runs until you publish them to your organization. Published runs are visible to everyone in your organization.
+
+### View previous runs
+
+a. On your document, locate the {{< var vm.checker >}} box on the right and click **See Previous Runs**.
+
+a. Select a tab:
+
+   - **My Runs** — Your private runs for this document.
+   - **Organization** — Runs published to your organization by any user.
+
+a. Click on a run to review its saved results.
+
+Each run displays its name, when it was created or shared, the number of gaps and partial gaps identified, and the number of artifacts created from the run.[^4]
+
+### Rename or delete a run
+
+You can rename or delete your own private runs. Once a run is published to your organization, it can no longer be renamed or deleted.
+
+- To rename a run, open the run, click on the run's name, enter a new name, and click **Save**.
+- To delete a run, click **{{< fa ellipsis-vertical >}}** on the run and select **Delete Run**, then confirm with **Delete**.
+
+::: {.callout-important title="Deleting a run cannot be undone."}
+Deleted runs are permanently removed, including their saved results.
+:::
+
+### Publish a run to your organization
+
+To share a private run with your organization, open the run and click **Publish to Organization**.
+
+After you publish a run:
+
+- The run moves from **My Runs** to the **Organization** tab and becomes visible to everyone in your organization.
+- The run can no longer be renamed or deleted, and cannot be made private again.
+- You can create artifacts from the run's questions.[^5]
+
+::: {.callout}
+You must have sufficient permissions to publish runs to your organization.[^6]
+:::
+
+### Create artifacts from a run
+
+Turn gaps identified by the {{< var vm.checker >}} into artifacts that you can track and resolve in the {{< var validmind.platform >}}:[^7]
+
+a. Open a published run.
+
+   Runs must be published to your organization before artifacts can be created from them.
+
+a. Expand the question you want to create an artifact for, click **Add Artifact**, and select an artifact type.
+
+a. Complete the artifact's details.
+
+   The title and description are pre-filled from the question and its observation and recommendation, and can be edited before saving.
+
+You can create one artifact per question for each run. After an artifact is created, it appears under the question in the run, and alongside your record's other artifacts.[^8]
+
+Artifacts created from runs are traceable back to their source:
+
+- On artifact listings, the **Source** column shows the document and run the artifact was created from. Click on the source to open the run.
+- On the artifact's detail page, the **Source** section links to the document and run, and shows the regulation or policy assessment and the question that generated the artifact.
+
+### Export run results
+
+To export a run's results to a `.pdf` file, open the run and click **{{< fa download >}} Export All**, or select individual questions and click **Export _n_ selected**.
+
+The exported file reflects the saved results of that run, including any artifacts created from it.
+
 ## Learn more
 
 ::: {#check-documents}
@@ -51,4 +120,14 @@ Use the {{< var validmind.checker >}} to analyze your completed documents by com
 
 [^3]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
 
+[^4]: For what gaps and partial gaps mean, see [Review the observations](#review-the-observations).
+
+[^5]: [Create artifacts from a run](#create-artifacts-from-a-run)
+
+[^6]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
+
+[^7]: [Working with artifacts](/guide/validation/working-with-artifacts.qmd)
+
+[^8]: [View and filter artifacts](/guide/validation/view-filter-artifacts.qmd)
+
 
diff --git a/site/training/validator-fundamentals/finalizing-validation-reports.qmd b/site/training/validator-fundamentals/finalizing-validation-reports.qmd
index 8134b8b131..e39536281f 100644
--- a/site/training/validator-fundamentals/finalizing-validation-reports.qmd
+++ b/site/training/validator-fundamentals/finalizing-validation-reports.qmd
@@ -550,7 +550,7 @@ Use the {{< var vm.checker >}}
 2. On the left sidebar that appears for your model, click **Validation** under {{< fa file >}} Documents.
 3. Locate {{< fa file-circle-check >}} Check Document on the right and click to expand the menu, then click **{{< fa check >}} Check Document**.
 4. Select a **Regulation** and an associated **Assessment** from the drop-down menus to check your report against.
-5. Scroll to the bottom and click **Check Validation Document**.
+5. Scroll to the bottom and click **Check Document**.
 6. After the {{< var vm.checker >}} has completed its analysis, expand individual questions or click **Expand All** to look through the observations.
 
 When you're done, click [{{< fa chevron-right >}}]() to continue.

From a97ea5fb225f894969bcd5f1f40e922b72df34c8 Mon Sep 17 00:00:00 2001
From: panchicore <thepanchi@gmail.com>
Date: Fri, 24 Jul 2026 12:40:05 -0500
Subject: [PATCH 35/59] [SC-16959] Document execution taken path and Step
 Detail panels

The Workflow tab bullet in both shared includes still described the
execution canvas as only highlighting the current step. Document the
taken-path overlay (green path, dimmed non-taken branches) and the
Step Detail panel: run pager for loops, approval decisions with votes,
and user action submissions.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 .../workflows/_review-active-workflows.qmd    | 25 +++++++++++++++----
 .../workflows/_view-workflow-executions.qmd   | 11 ++++++--
 2 files changed, 29 insertions(+), 7 deletions(-)

diff --git a/site/guide/workflows/_review-active-workflows.qmd b/site/guide/workflows/_review-active-workflows.qmd
index f422e8c600..5e527e07fc 100644
--- a/site/guide/workflows/_review-active-workflows.qmd
+++ b/site/guide/workflows/_review-active-workflows.qmd
@@ -24,7 +24,10 @@ To review details for workflows currently active:
     - **Details** — Name and description (if present) of the workflow, the workflow's status and progress (if applicable), when it was created, and when it was started.
     - **Activity** — History of updates to the workflow on that record, including notes submitted during transitions.[^notes]
     - **Artifacts** — Artifacts for that record created within the duration of that workflow's runtime.
-    - **Workflow**^[Hover over a workflow step to view an animation of the steps connecting to and from that step.] — Overview of the entire workflow. The current workflow step is highlighted on this view.
+    - **Workflow**^[Hover over a workflow step to view an animation of the steps connecting to and from that step.] — Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+        - Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+        - For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+        - For user action steps, the panel shows the values submitted and who submitted them.
 
 #### On artifacts
 
@@ -36,7 +39,10 @@ To review details for workflows currently active:
 
     - **Details** — Name and description (if present) of the workflow, the workflow's status and progress (if applicable), when it was created, and when it was started.
     - **Activity** — History of updates to the workflow on that artifact, including notes submitted during transitions.[^notes]
-    - **Workflow**^[Hover over a workflow step to view an animation of the steps connecting to and from that step.] — Overview of the entire workflow. The current workflow step is highlighted on this view.
+    - **Workflow**^[Hover over a workflow step to view an animation of the steps connecting to and from that step.] — Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+        - Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+        - For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+        - For user action steps, the panel shows the values submitted and who submitted them.
 
 
 :::
@@ -70,7 +76,10 @@ To review details for workflows currently active on records:
     - **Details** — Name and description (if present) of the workflow, the workflow's status and progress (if applicable), when it was created, and when it was started.
     - **Activity** — History of updates to the workflow on that record, including notes submitted during transitions.
     - **Artifacts** — Artifacts for that record created within the duration of that workflow's runtime.
-    - **Workflow** — Overview of the entire workflow. The current workflow step is highlighted on this view.
+    - **Workflow** — Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+        - Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+        - For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+        - For user action steps, the panel shows the values submitted and who submitted them.
 
 ::::
 
@@ -93,7 +102,10 @@ To review details for workflows currently active:
     - **Details** — Name and description (if present) of the workflow, the workflow's status and progress (if applicable), when it was created, and when it was started.
     - **Activity** — History of updates to the workflow on that record, including notes submitted during transitions.
     - **Artifacts** — Artifacts for that record created within the duration of that workflow's runtime.
-    - **Workflow** — Overview of the entire workflow. The current workflow step is highlighted on this view.
+    - **Workflow** — Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+        - Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+        - For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+        - For user action steps, the panel shows the values submitted and who submitted them.
 
 #### On artifacts
 
@@ -105,7 +117,10 @@ To review details for workflows currently active:
 
     - **Details** — Name and description (if present) of the workflow, the workflow's status and progress (if applicable), when it was created, and when it was started.
     - **Activity** — History of updates to the workflow on that artifact, including notes submitted during transitions.
-    - **Workflow** — Overview of the entire workflow. The current workflow step is highlighted on this view.
+    - **Workflow** — Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+        - Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+        - For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+        - For user action steps, the panel shows the values submitted and who submitted them.
 
 ::::
 
diff --git a/site/guide/workflows/_view-workflow-executions.qmd b/site/guide/workflows/_view-workflow-executions.qmd
index 5427293dac..b7c438048f 100644
--- a/site/guide/workflows/_view-workflow-executions.qmd
+++ b/site/guide/workflows/_view-workflow-executions.qmd
@@ -35,7 +35,10 @@ Monitor every workflow execution across your organization on a single timeline:^
     - **Details** — Name and description (if present) of the workflow, the workflow's status and progress (if applicable), when it was created, and when it was started.
     - **Activity** — History of updates to the workflow on that record, including notes submitted during transitions.[^activity-notes]
     - **Artifacts** [record workflows only]{.smallercaps .pink} — Artifacts for that record created within the duration of that workflow's runtime.
-    - **Workflow**^[Hover over a workflow step to view an animation of the steps connecting to and from that step.] — Overview of the entire workflow. The current workflow step is highlighted on this view.
+    - **Workflow**^[Hover over a workflow step to view an animation of the steps connecting to and from that step.] — Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+        - Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+        - For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+        - For user action steps, the panel shows the values submitted and who submitted them.
 
 [^timeline-shortcuts-all]:
 
@@ -140,7 +143,11 @@ History of updates to the workflow on that record, including notes submitted dur
 
 #### Workflow
 
-Overview of the entire workflow. The current workflow step is highlighted on this view.
+Overview of the entire workflow. The current workflow step is highlighted, the path the execution has taken is shown in [green]{.green}, and branches the execution did not take are dimmed.
+
+- Click on any visited step to open its **Step Detail** panel, showing when that step ran. If a step ran more than once in a loop, use the run pager (**Run 1 of 2**) to page through each pass.
+- For approval steps, the panel shows the decision — **Approved**, **Rejected**, or **Pending** — with a vote count (e.g. **2 of 3**) and each participant's vote, notes, and vote time. Participants who haven't voted yet appear dimmed below the voters.
+- For user action steps, the panel shows the values submitted and who submitted them.
 
 :::
 

From 56234a34cb2bdb0d0deaed226ee44f068505b0b4 Mon Sep 17 00:00:00 2001
From: panchicore <thepanchi@gmail.com>
Date: Fri, 24 Jul 2026 14:06:38 -0500
Subject: [PATCH 36/59] Refine validmind-docs-coverage skill per issue #1435

Warn that {{< var >}} shortcodes inside headings produce unusable
auto-generated ids, and generalize the branch-naming convention from
codex/ to author-prefixed branches.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 skills/validmind-docs-coverage/SKILL.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/skills/validmind-docs-coverage/SKILL.md b/skills/validmind-docs-coverage/SKILL.md
index 61c46e3e05..e368a669e8 100644
--- a/skills/validmind-docs-coverage/SKILL.md
+++ b/skills/validmind-docs-coverage/SKILL.md
@@ -46,10 +46,11 @@ For a verification-only request, stop after reporting the classification, eviden
 ## 3. Implement an approved update
 
 1. Confirm the worktree and current branch before editing.
-2. Start from current `origin/main` on a `codex/sc-<story-id>-<slug>` branch.
+2. Start from current `origin/main` on an author-prefixed branch, e.g. `<author>/sc-<story-id>-<slug>`.
 3. Update the smallest authoritative source.
 4. Preserve Quarto variables, `.qmd` cross-references, conditional HTML/RevealJS variants, and existing terminology.
-5. If editing an include, find every consumer:
+5. Headings that contain `{{< var >}}` shortcodes get unusable auto-generated ids — add an explicit `{#id}` to any heading used as a link target.
+6. If editing an include, find every consumer:
 
 ```bash
 rg -n "_source-name\\.qmd" site --glob '*.qmd'

From f7e31f63a1a4f339b08d1ca8f7aa41397a3045eb Mon Sep 17 00:00:00 2001
From: Spencer Krum <nibz@validmind.ai>
Date: Sun, 26 Jul 2026 21:46:26 -0500
Subject: [PATCH 37/59] chore: updates from review

---
 .../configuration/configure-sso-with-entra.qmd   | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/site/guide/configuration/configure-sso-with-entra.qmd b/site/guide/configuration/configure-sso-with-entra.qmd
index c94e158470..a73f2d45d8 100644
--- a/site/guide/configuration/configure-sso-with-entra.qmd
+++ b/site/guide/configuration/configure-sso-with-entra.qmd
@@ -21,7 +21,7 @@ You configure the application registration in your own Entra tenant, then send {
 - [x] {{< var link.login >}}
 - [x] You are a [{{< fa hand >}} Customer Admin]{.bubble} in {{< var vm.product >}}, or you're working with someone who is.[^1]
 - [x] You have Application Administrator (or Global Administrator) access to your organization's Microsoft Entra ID tenant.
-- [x] You know the URL your organization uses to reach {{< var vm.product >}} (for example, `https://yourcompany.validmind.ai/`).
+- [x] You know the URL your organization uses to reach {{< var vm.product >}} (for example, `https://mycompany.prod.validmind.ai/`).
 
 :::
 
@@ -35,7 +35,7 @@ You configure the application registration in your own Entra tenant, then send {
 
 4. Under **Supported account types**, select **Accounts in this organizational directory only (Single tenant)** unless your organization specifically needs multi-tenant sign-in.
 
-5. Under **Redirect URI**, select **Single-page application (SPA)** as the platform, and enter the URL your organization uses to access {{< var vm.product >}}, for example `https://yourcompany.validmind.ai/`.
+5. Under **Redirect URI**, select **Single-page application (SPA)** as the platform, and enter the URL your organization uses to access {{< var vm.product >}}, for example `https://mycompany.prod.validmind.ai/`.
 
 6. Click **Register**.
 
@@ -106,11 +106,15 @@ Once {{< var vm.product >}} has enabled sync for your organization, a [{{< fa ha
 
 Example:
 
-| Entra security group | ValidMind role |
+::: {.callout-important title="Use the group's object ID, not its display name"}
+Enter the value exactly as Entra ID sends it in the `groups` claim — normally the group's object ID (a GUID), not the group's display name.
+:::
+
+| Entra security group (object ID) | ValidMind role |
 | --- | --- |
-| `Data Scientists` | Developer |
-| `Model Risk` | Validator |
-| `IT Admins` | Customer Admin |
+| `4b6b3f2a-1234-4c9a-8b21-9e2f5a7c1d3e` (Data Scientists) | Developer |
+| `9d1e7c44-5678-4f3b-9a10-2b6d8e4f7c92` (Model Risk) | Validator |
+| `f2a83b17-9abc-4de5-8f60-3c1a6b9d4e75` (IT Admins) | Customer Admin |
 
 ## Step 5: Test sign-in
 

From 8c95039a6f047a1ba7b71327cc98ee1ac4f4ae3f Mon Sep 17 00:00:00 2001
From: Spencer Krum <nibz@validmind.ai>
Date: Sun, 26 Jul 2026 23:00:25 -0500
Subject: [PATCH 38/59] chore: feedback from review

---
 site/guide/configuration/configure-sso-with-entra.qmd | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/site/guide/configuration/configure-sso-with-entra.qmd b/site/guide/configuration/configure-sso-with-entra.qmd
index a73f2d45d8..17c033fae0 100644
--- a/site/guide/configuration/configure-sso-with-entra.qmd
+++ b/site/guide/configuration/configure-sso-with-entra.qmd
@@ -43,9 +43,7 @@ You configure the application registration in your own Entra tenant, then send {
 {{< var vm.product >}}'s login flow uses the Authorization Code Flow with PKCE as a public client — it never uses a client secret. Registering under **Web** instead of **SPA** will cause sign-in to fail with a CORS or token-response error.
 :::
 
-7. Open the app's **Authentication** blade and add the same URL again under **Front-channel logout URL**. This lets {{< var vm.product >}} sign users out of Entra ID cleanly when they log out.
-
-You don't need to configure an "Expose an API" section, an Application ID URI, or any Microsoft Graph API permissions — {{< var vm.product >}} validates the sign-in (ID) token directly and never calls back into Entra ID or Graph.
+You don't need to configure a **Front-channel logout URL**, an "Expose an API" section, an Application ID URI, or any Microsoft Graph API permissions. {{< var vm.product >}} doesn't implement a front-channel logout receiver — when a user logs out, {{< var vm.product >}} redirects the browser to Entra ID's own logout endpoint (using the redirect URI already registered in step 5), which ends the Entra ID session directly. {{< var vm.product >}} also validates the sign-in (ID) token directly and never calls back into Entra ID or Graph.
 
 ## Step 2: Configure the claims Entra ID sends to ValidMind
 
@@ -78,7 +76,7 @@ Entra ID only includes a user's group memberships directly in the token up to a
 Once your app registration is configured, [open a support ticket]({{< var link.contact >}}) or email [{{< var support.email >}}](mailto:{{< var support.email >}}?subject=Entra%20ID%20SSO%20setup) with:
 
 - Your **Directory (tenant) ID** and **Application (client) ID**, both shown on the app registration's **Overview** page.
-- Confirmation that the redirect URI and front-channel logout URL are registered under the **Single-page application** platform.
+- Confirmation that the redirect URI is registered under the **Single-page application** platform.
 - Which format your `groups` claim uses (object ID or another identifier), from [Step 2](#step-2-configure-the-claims-entra-id-sends-to-validmind).
 - Optionally, any email domains you'd like sign-in restricted to (for example, `yourcompany.com`), as an extra safeguard.
 - Whether you'd like **Group Sync** enabled in addition to **Role Sync** — role sync maps Entra groups to {{< var vm.product >}} roles, group sync additionally maps Entra groups to {{< var vm.product >}} groups.[^2]

From 423f5a528bef5dbba9e84ec98cc540763cb2c94d Mon Sep 17 00:00:00 2001
From: Jose Antonio Madriz <jamadriz@gmail.com>
Date: Mon, 27 Jul 2026 13:13:17 -0400
Subject: [PATCH 39/59] [SC-16747] Document Record Intake experience

Cover Enable Intake, the Inventory Record Type Change workflow step,
in-place classification, admin change-type/reject, and Intake activity
against the frontend and backend Record Intake PRs.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/faq/faq-inventory.qmd                    |   4 +
 site/guide/_sidebar.yaml                      |   1 +
 .../inventory/archive-delete-records.qmd      |   2 +
 .../manage-inventory-record-types.qmd         |  14 ++
 site/guide/inventory/record-intake.qmd        | 132 ++++++++++++++++++
 .../register-records-in-inventory.qmd         |   2 +
 .../inventory/setting-up-the-inventory.qmd    |   1 +
 .../inventory/working-with-the-inventory.qmd  |   1 +
 .../_view-record-activity-overview.qmd        |   1 +
 .../workflows/_conditional-requirements.qmd   |  11 ++
 site/guide/workflows/_workflow-step-types.qmd |  18 +++
 site/llm/chatbot-product-map.md               |  16 +++
 12 files changed, 203 insertions(+)
 create mode 100644 site/guide/inventory/record-intake.qmd

diff --git a/site/faq/faq-inventory.qmd b/site/faq/faq-inventory.qmd
index cbe623d9dd..5ab9888aa9 100644
--- a/site/faq/faq-inventory.qmd
+++ b/site/faq/faq-inventory.qmd
@@ -27,6 +27,10 @@ categories: ["inventory", "record registration", "inventory customization", "rec
 
 By default, the [{{< fa code >}} Developer]{.bubble} role[^2] has sufficient permissions to register records.
 
+## Can submitters register records before the final inventory type is known?
+
+Yes. When Record Intake is enabled, the **Intake** holding inventory record type lets submitters register a record first; a classification workflow (or an admin) then converts it in place to the correct type, or rejects and archives it.^[[Record Intake](/guide/inventory/record-intake.qmd)]
+
 ## Are registration questionnaires customizable?
 
 - Yes, along with default fields provided by {{< var vm.product >}} as part of your basic record (model) information, you can add additional record information and make these custom fields required when creating records.[^3]
diff --git a/site/guide/_sidebar.yaml b/site/guide/_sidebar.yaml
index 62b615481b..98a9483bd2 100644
--- a/site/guide/_sidebar.yaml
+++ b/site/guide/_sidebar.yaml
@@ -87,6 +87,7 @@ website:
               contents:
                 - guide/inventory/manage-inventory-record-types.qmd
                 - guide/inventory/manage-inventory-fields.qmd
+                - guide/inventory/record-intake.qmd
             - text: "Working with the inventory"
               file: guide/inventory/working-with-the-inventory.qmd
               contents:
diff --git a/site/guide/inventory/archive-delete-records.qmd b/site/guide/inventory/archive-delete-records.qmd
index 93d98b8254..30c3dd2f0b 100644
--- a/site/guide/inventory/archive-delete-records.qmd
+++ b/site/guide/inventory/archive-delete-records.qmd
@@ -66,6 +66,8 @@ c. Click **Yes, Archive Record** to confirm archival of that record.
 
 Archived records can be reactivated to make them available for use again in the inventory.
 
+For **Intake** records, admins can also use **Reject intake** on the record overview to archive the submission with a required reason without converting it to another inventory record type.^[[Record Intake](record-intake.qmd#reject-intake)]
+
 #### Activate records
 
 a. Select any stage other than Archived from the **{Record} Stage** drop-down menu where `{Record}` is the type of record.
diff --git a/site/guide/inventory/manage-inventory-record-types.qmd b/site/guide/inventory/manage-inventory-record-types.qmd
index e1f44f8017..790fd4e036 100644
--- a/site/guide/inventory/manage-inventory-record-types.qmd
+++ b/site/guide/inventory/manage-inventory-record-types.qmd
@@ -27,6 +27,20 @@ date: last-modified
 
 {{< include /guide/inventory/_add-edit-record-types.qmd >}}
 
+## Enable Intake
+
+If Record Intake is available for your organization, you can seed the opt-in **Intake** holding inventory record type from this page:
+
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
+
+2. Under {{< fa cube >}} Inventory, select **Inventory Record Types**.
+
+3. Click **Enable Intake**.
+
+Intake becomes available for registration and classification workflows. The Intake slug is reserved and cannot be changed.
+
+**Learn more:** [Record Intake](record-intake.qmd)
+
 ## Enable or disable record types
 
 {{< include /guide/inventory/_enable-disable-record-types.qmd >}}
diff --git a/site/guide/inventory/record-intake.qmd b/site/guide/inventory/record-intake.qmd
new file mode 100644
index 0000000000..62eec3d122
--- /dev/null
+++ b/site/guide/inventory/record-intake.qmd
@@ -0,0 +1,132 @@
+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Record Intake"
+description: "Enable the Intake holding type, classify submissions with workflows, convert records in place, and reject intake when needed."
+date: last-modified
+---
+
+Use **Record Intake** when non-expert submitters need a simple path to register a new system, and specialists later classify it into the correct inventory record type (for example Agent, Model, or Tool).
+
+Intake is an opt-in holding inventory record type. Records keep the same identifier when they convert, so activity history continues on the converted record.
+
+::: {.callout}
+## Availability
+
+Record Intake appears in {{< var vm.product >}} only when it is available for your organization. If you do not see **Enable Intake** under Inventory Record Types, contact {{< var vm.product >}} Support.
+:::
+
+::: {.attn}
+
+## Prerequisites
+
+- [x] {{< var link.login >}}
+- [x] You are a [{{< fa hand >}} Customer Admin]{.bubble} or assigned another role with sufficient permissions to perform the tasks in this guide.[^1]
+
+:::
+
+## Enable Intake
+
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
+
+2. Under {{< fa cube >}} Inventory, select **Inventory Record Types**.
+
+3. Click **Enable Intake**.
+
+    {{< var vm.product >}} seeds the **Intake** inventory record type (including its governed **Awaiting Classification** stage) and makes it available for registration.
+
+4. Confirm that **Intake** appears in the list of inventory record types and is not disabled.^[[Enable or disable record types](manage-inventory-record-types.qmd#enable-or-disable-record-types)]
+
+::: {.callout}
+## Intake slug is reserved
+
+The Intake URL slug (`intake`) is reserved and cannot be changed when you edit the Intake record type.
+:::
+
+## Register Intake records
+
+1. In the left sidebar, click **{{< fa cubes >}} Inventory**.
+
+2. Select **Intake Inventory** (or the Intake view in the inventory record type selector).
+
+    When Intake is enabled and you have not yet chosen an inventory view, {{< var vm.product >}} can open the **Intake** view on first visit so submitters land in the right place.
+
+3. Click **Register {Record}** where `{Record}` is Intake, and complete the registration fields configured for Intake.^[[Register records in the inventory](register-records-in-inventory.qmd)]
+
+Submitting an Intake record is recorded in record activity as an intake submission.^[[View record activity](/guide/reporting/view-record-activity.qmd)]
+
+::: {.callout}
+## Documents and artifacts after conversion
+
+While a record is still Intake, document and artifact navigation for that record is hidden. Those surfaces become available after the record converts to its real inventory record type.
+:::
+
+## Configure an Intake classification workflow
+
+Classify Intake records with a workflow scoped to the **Intake** inventory record type:^[[Configure workflows](/guide/workflows/configure-workflows.qmd)]
+
+1. Collect the information reviewers need (for example with **{{< fa arrow-pointer >}} User Action**, **{{< fa maximize >}} Condition Branch**, and **{{< fa users >}} Approval** steps).^[[Workflow step types](/guide/workflows/workflow-step-types.qmd)]
+
+2. Finish the path with an **{{< fa layer-group >}} Inventory Record Type Change** step that converts the record in place to the target type.
+
+    - The step is available in the workflow builder for **Intake** workflows.
+    - Choose a fixed target type, or resolve the target from a field value at runtime.
+    - Set **Classification Method** to **Automated routing** or **Manual review** so record activity records how the type was assigned.
+    - Target options exclude Intake and disabled inventory record types.
+
+3. Publish the workflow.^[[Configure workflows](/guide/workflows/configure-workflows.qmd#publish-workflow)]
+
+After conversion, {{< var vm.product >}} can start matching workflows on the target inventory record type that listen for a record-type-changed trigger (best effort). The record URL updates to the new inventory record type so you stay on the converted record instead of seeing a "not found" error.
+
+## Change inventory record type
+
+Admins can reclassify a record without waiting for the classifier workflow:
+
+1. Open the record overview.
+
+2. Click **Change inventory record type**.
+
+3. Select the **New inventory record type**. Intake cannot be selected as a migrate target.
+
+4. (Optional) Enter a **Reason** for the activity history.
+
+5. Review the compatibility preview, acknowledge any warnings, and confirm **Change inventory record type**.
+
+The change keeps the same record identifier and continues the activity history on the new type.
+
+## Reject intake
+
+If an Intake submission should not be converted:
+
+1. Open the Intake record overview.
+
+2. Click **Reject intake**.
+
+3. Enter a **Reason** (for example duplicate or out of scope).
+
+4. Click **Reject and archive**.
+
+Rejecting archives the Intake record via its reserved **Archived** stage without converting it. The record remains available under the archived filter, and the reason is preserved in activity.^[[Archive and delete records](archive-delete-records.qmd)]
+
+## Track Intake activity
+
+On the record **{{< fa wifi >}} Activity** page, Intake lifecycle events can include:^[[View record activity](/guide/reporting/view-record-activity.qmd)]
+
+- Submitted for intake
+- Classified or reclassified (from type → to type), including whether assignment used automated routing, manual review, or an admin change, and how many fields carried over
+- Rejected and archived, with the reason
+
+When classification ran through a workflow, use **View workflow execution** to open the related execution on the record's Workflows tab.
+
+## What's next
+
+- [Manage inventory record types](manage-inventory-record-types.qmd)
+- [Workflow step types](/guide/workflows/workflow-step-types.qmd#inventory-record-type-change)
+- [Configure workflows](/guide/workflows/configure-workflows.qmd)
+- [View record activity](/guide/reporting/view-record-activity.qmd)
+
+
+<!-- FOOTNOTES -->
+
+[^1]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
diff --git a/site/guide/inventory/register-records-in-inventory.qmd b/site/guide/inventory/register-records-in-inventory.qmd
index b535f7ac49..d25b0152f7 100644
--- a/site/guide/inventory/register-records-in-inventory.qmd
+++ b/site/guide/inventory/register-records-in-inventory.qmd
@@ -12,6 +12,8 @@ tbl-cap-location: bottom
 
 Register records with {{< var vm.product >}} as the first step towards streamlining your organization's risk management oversight.
 
+When Record Intake is enabled for your organization, submitters can also register records under the **Intake** holding type for later classification.^[[Record Intake](record-intake.qmd#register-intake-records)]
+
 ::: {.attn}
 
 ## Prerequisites
diff --git a/site/guide/inventory/setting-up-the-inventory.qmd b/site/guide/inventory/setting-up-the-inventory.qmd
index e108b251d1..a46f196244 100644
--- a/site/guide/inventory/setting-up-the-inventory.qmd
+++ b/site/guide/inventory/setting-up-the-inventory.qmd
@@ -14,6 +14,7 @@ listing:
     contents:
       - manage-inventory-record-types.qmd
       - manage-inventory-fields.qmd
+      - record-intake.qmd
 ---
 
 Set up the {{< var validmind.platform >}} to support your organization's requirements by customizing what record types and associated fields are available in the inventory.
diff --git a/site/guide/inventory/working-with-the-inventory.qmd b/site/guide/inventory/working-with-the-inventory.qmd
index 5bed54c6b6..97885f1318 100644
--- a/site/guide/inventory/working-with-the-inventory.qmd
+++ b/site/guide/inventory/working-with-the-inventory.qmd
@@ -13,6 +13,7 @@ listing:
     fields: [title, description]
     contents:
       - register-records-in-inventory.qmd
+      - record-intake.qmd
       - customize-inventory-layout.qmd
       - edit-inventory-fields.qmd
       - customize-record-overview-page.qmd
diff --git a/site/guide/reporting/_view-record-activity-overview.qmd b/site/guide/reporting/_view-record-activity-overview.qmd
index 9884a359cd..2ede9ee88b 100644
--- a/site/guide/reporting/_view-record-activity-overview.qmd
+++ b/site/guide/reporting/_view-record-activity-overview.qmd
@@ -12,4 +12,5 @@ The record **{{< fa wifi >}} Activity** page shows a history of activities for t
 - User comment creation and replies on documents
 - Stakeholders added or removed
 - Workflow activity
+- Record Intake lifecycle events when Intake is enabled — submitted for intake, classified or reclassified (including automated routing, manual review, or admin changes), and rejected and archived^[[Record Intake](/guide/inventory/record-intake.qmd#track-intake-activity)]
 
diff --git a/site/guide/workflows/_conditional-requirements.qmd b/site/guide/workflows/_conditional-requirements.qmd
index 609183e810..a1cd90cfe3 100644
--- a/site/guide/workflows/_conditional-requirements.qmd
+++ b/site/guide/workflows/_conditional-requirements.qmd
@@ -8,6 +8,15 @@ Conditional requirements are required or optional for the following step types:^
 ### {{< fa cube >}} Inventory Record Stage Change [optional]{.smallercaps .pink}
 <span id="record-stage-change">
 
+1. Under **When These Conditions Are Met**, set your `AND` and `OR` conditions.
+2. Add a single independent rule or a linked condition group. These rules and groups can be nested if desired:
+
+    - Click **{{< fa plus >}} Add Rule** to add an independent rule.
+    - Click **{{< fa plus-minus >}} Add Group** to add a linked group of rules that all must be true to qualify.
+
+### {{< fa layer-group >}} Inventory Record Type Change [optional]{.smallercaps .pink}
+<span id="inventory-record-type-change">
+
 1. Under **When These Conditions Are Met**, set your `AND` and `OR` conditions.
 2. Add a single independent rule or a linked condition group. These rules and groups can be nested if desired:
 
@@ -179,6 +188,8 @@ Configure conditional requirements for the following step types:
 
 - {{< fa cube >}} Inventory Record Stage Change **[optional]{.smallercaps}**
 
+- {{< fa layer-group >}} Inventory Record Type Change **[optional]{.smallercaps}**
+
 - {{< fa tag >}} Artifact Status Change **[optional]{.smallercaps}**
 
 - {{< fa arrow-pointer >}} User Action **[optional]{.smallercaps}**
diff --git a/site/guide/workflows/_workflow-step-types.qmd b/site/guide/workflows/_workflow-step-types.qmd
index c98c76d31e..3439190617 100644
--- a/site/guide/workflows/_workflow-step-types.qmd
+++ b/site/guide/workflows/_workflow-step-types.qmd
@@ -16,6 +16,20 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 | **Set Inventory Record Stage To** | Select the record stage to transition to. |
 : **{{< fa cube >}} Inventory Record Stage Change** step configuration {.hover tbl-colwidths="[40,60]"}
 
+### {{< fa layer-group >}} Inventory Record Type Change
+<span id="inventory-record-type-change">
+
+- Converts a record to a different inventory record type in place (same record identifier; activity history continues).^[[Record Intake](/guide/inventory/record-intake.qmd)]
+- Available when configuring workflows for the **Intake** inventory record type.
+- Target options exclude Intake and disabled inventory record types.
+
+| Field | Description |
+|---:|---|
+| **When These Conditions Are Met** (optional) | Add conditional requirements to qualify for this step.^[[Conditional step requirements](/guide/workflows/conditional-step-requirements.qmd#inventory-record-type-change)] |
+| **Target Inventory Record Type** | Choose **A fixed type**, or **From a field value** so the target is read from a record field at runtime (the field value should be a record-type slug such as `agent`, or the type id). |
+| **Classification Method** | Select **Automated routing** or **Manual review**. Recorded in record activity as how the inventory record type was assigned. |
+: **{{< fa layer-group >}} Inventory Record Type Change** step configuration {.hover tbl-colwidths="[40,60]"}
+
 ### {{< fa tag >}} Artifact Status Change
 <span id="artifact-status-change">
 
@@ -261,6 +275,10 @@ Sends a HTTP request with optional additional conditions.^[[Conditional step req
 
 Transitions a record into another stage.
 
+#### {{< fa layer-group >}} Inventory Record Type Change
+
+Converts a record to a different inventory record type in place (for example Intake → Agent).
+
 #### {{< fa tag >}} Artifact Status Change
 
 Transitions an artifact into another status.
diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index 4caf87a979..1ad1cba5da 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -351,6 +351,22 @@
 - `/guide/workflows/manage-model-stages.html`
   - Note: no matching `.qmd` source found
 
+#### `/settings/primary-record-types` — Inventory Record Types
+
+**Docs (primary):**
+
+- `/guide/inventory/manage-inventory-record-types.html`
+  - Sections: Prerequisites; Add or edit record types; Enable Intake; Enable or disable record types
+- `/guide/inventory/record-intake.html`
+  - Sections: Prerequisites; Enable Intake; Register Intake records; Configure an Intake classification workflow; Change inventory record type; Reject intake; Track Intake activity
+
+**Docs (related):**
+
+- `/guide/workflows/workflow-step-types.html`
+  - Sections: Inventory Record Type Change
+- `/guide/inventory/register-records-in-inventory.html`
+- `/guide/inventory/archive-delete-records.html`
+
 ### Your Account
 
 #### `/settings/profile` — Profile

From cf4541f9cb20e8df14bbc77eee65fcab174863f4 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Mon, 27 Jul 2026 18:14:18 +0000
Subject: [PATCH 40/59] chore: refresh chatbot product map

---
 site/llm/chatbot-product-map.md | 16 ----------------
 1 file changed, 16 deletions(-)

diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index 1ad1cba5da..4caf87a979 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -351,22 +351,6 @@
 - `/guide/workflows/manage-model-stages.html`
   - Note: no matching `.qmd` source found
 
-#### `/settings/primary-record-types` — Inventory Record Types
-
-**Docs (primary):**
-
-- `/guide/inventory/manage-inventory-record-types.html`
-  - Sections: Prerequisites; Add or edit record types; Enable Intake; Enable or disable record types
-- `/guide/inventory/record-intake.html`
-  - Sections: Prerequisites; Enable Intake; Register Intake records; Configure an Intake classification workflow; Change inventory record type; Reject intake; Track Intake activity
-
-**Docs (related):**
-
-- `/guide/workflows/workflow-step-types.html`
-  - Sections: Inventory Record Type Change
-- `/guide/inventory/register-records-in-inventory.html`
-- `/guide/inventory/archive-delete-records.html`
-
 ### Your Account
 
 #### `/settings/profile` — Profile

From b025f51f0315e981d2d1df78a78bdddaf1759ef5 Mon Sep 17 00:00:00 2001
From: Juan <juan@validmind.ai>
Date: Wed, 29 Jul 2026 21:35:04 +0200
Subject: [PATCH 41/59] Document risk tier assessment activity in the record
 Activity feed

The record Activity overview lists what the feed shows, but risk tier
assessments were missing even though they now appear there as
first-class events.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
---
 site/guide/reporting/_view-record-activity-overview.qmd | 1 +
 1 file changed, 1 insertion(+)

diff --git a/site/guide/reporting/_view-record-activity-overview.qmd b/site/guide/reporting/_view-record-activity-overview.qmd
index 9884a359cd..31527391d7 100644
--- a/site/guide/reporting/_view-record-activity-overview.qmd
+++ b/site/guide/reporting/_view-record-activity-overview.qmd
@@ -6,6 +6,7 @@ The record **{{< fa wifi >}} Activity** page shows a history of activities for t
 
 - Fields updated
 - Stage transitions
+- Risk tier assessments created, updated, published, archived, versioned, or deleted
 - Updates to documents: documentation, validation reports, ongoing monitoring reports, or custom documents
 - Test results or metrics added via the {{< var vm.developer >}}
 - Artifacts added, updated, or removed

From a107293ae09dda9dab0bc160de92bbd04b9fe57d Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emmavanderheide.validmind@Emmas-MacBook-Air.local>
Date: Wed, 29 Jul 2026 16:58:59 -0400
Subject: [PATCH 42/59] docs: remove Beta label from Map Evidence panel
 screenshot [sc-17354]

Update the Map Evidence screenshot to match the graduated UI that no longer shows the Beta pill (sc-17290). Styling remains via the existing .screenshot class.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/guide/validation/map-evidence-panel.png | Bin 19944 -> 46958 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/site/guide/validation/map-evidence-panel.png b/site/guide/validation/map-evidence-panel.png
index 6087aec7972f7d62c86c681b60c25ec0151ad3d4..35e972abfa999cad9613712108f09c03f54d8532 100644
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From cc822cde7186a7028d1d63db5fc384b83bea6abd Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emmavanderheide.validmind@Emmas-MacBook-Air.local>
Date: Wed, 29 Jul 2026 17:23:01 -0400
Subject: [PATCH 43/59] docs: shrink Map Evidence panel screenshot to prior
 width [sc-17354]

Resize the updated screenshot to ~193px wide so it displays closer to the previous panel size.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/guide/validation/map-evidence-panel.png | Bin 46958 -> 41057 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/site/guide/validation/map-evidence-panel.png b/site/guide/validation/map-evidence-panel.png
index 35e972abfa999cad9613712108f09c03f54d8532..f6a195cdf3921bb1d9c3ee133a408eeb72a07f28 100644
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From 3a6f9739394c77d81f67dad1e546df23ec7d0c90 Mon Sep 17 00:00:00 2001
From: Jose Antonio Madriz <jamadriz@gmail.com>
Date: Wed, 29 Jul 2026 18:17:35 -0400
Subject: [PATCH 44/59] [SC-16747] Align Record Intake docs with is_intake
 create flow

Replace Enable Intake seeding with create-time intake flagging, user-chosen type names, and workflow gating on the flagged type.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/faq/faq-inventory.qmd                    |  2 +-
 .../inventory/_add-edit-record-types.qmd      |  1 +
 .../inventory/archive-delete-records.qmd      |  2 +-
 .../manage-inventory-record-types.qmd         | 10 ++--
 site/guide/inventory/record-intake.qmd        | 48 ++++++++++---------
 .../register-records-in-inventory.qmd         |  2 +-
 .../_view-record-activity-overview.qmd        |  2 +-
 site/guide/workflows/_workflow-step-types.qmd |  4 +-
 8 files changed, 39 insertions(+), 32 deletions(-)

diff --git a/site/faq/faq-inventory.qmd b/site/faq/faq-inventory.qmd
index 5ab9888aa9..81e411ec56 100644
--- a/site/faq/faq-inventory.qmd
+++ b/site/faq/faq-inventory.qmd
@@ -29,7 +29,7 @@ By default, the [{{< fa code >}} Developer]{.bubble} role[^2] has sufficient per
 
 ## Can submitters register records before the final inventory type is known?
 
-Yes. When Record Intake is enabled, the **Intake** holding inventory record type lets submitters register a record first; a classification workflow (or an admin) then converts it in place to the correct type, or rejects and archives it.^[[Record Intake](/guide/inventory/record-intake.qmd)]
+Yes. When Record Intake is available, you can flag an inventory record type for intake so submitters register a holding record first; a classification workflow (or an admin) then converts it in place to the correct type, or rejects and archives it.^[[Record Intake](/guide/inventory/record-intake.qmd)]
 
 ## Are registration questionnaires customizable?
 
diff --git a/site/guide/inventory/_add-edit-record-types.qmd b/site/guide/inventory/_add-edit-record-types.qmd
index e7cc4cff0c..f144aea014 100644
--- a/site/guide/inventory/_add-edit-record-types.qmd
+++ b/site/guide/inventory/_add-edit-record-types.qmd
@@ -16,6 +16,7 @@ c. Include optional information for your record type:
 
     - Enter a **Description** to indicate the purpose of the record type displayed on the list of record types.
     - Enter a URL-safe **Slug** where a list of records of this type will be accessible in your {{< var validmind.platform >}} URL under the inventory path.[^url-slug]
+    - If Record Intake is available for your organization, select **This Inventory Record Type will be used for intake.** when creating a holding type for later classification.^[[Record Intake](/guide/inventory/record-intake.qmd)] Only one type can be flagged for intake; document and artifact types do not apply to intake types.
     - Select the **Document Types** available to be created for this record type.^[[Manage document types](/guide/templates/manage-document-types.qmd)]
     - Select the **Artifact Types** available to be logged on this record type.^[[Manage artifact types](/guide/validation/manage-artifact-types.qmd)]
     - Select the **Stakeholder Types** that should be displayed on this record type.^[[Manage record stakeholder types](/guide/configuration/manage-record-stakeholder-types.qmd)]
diff --git a/site/guide/inventory/archive-delete-records.qmd b/site/guide/inventory/archive-delete-records.qmd
index 30c3dd2f0b..924190e387 100644
--- a/site/guide/inventory/archive-delete-records.qmd
+++ b/site/guide/inventory/archive-delete-records.qmd
@@ -66,7 +66,7 @@ c. Click **Yes, Archive Record** to confirm archival of that record.
 
 Archived records can be reactivated to make them available for use again in the inventory.
 
-For **Intake** records, admins can also use **Reject intake** on the record overview to archive the submission with a required reason without converting it to another inventory record type.^[[Record Intake](record-intake.qmd#reject-intake)]
+For intake records, admins can also use **Reject intake** on the record overview to archive the submission with a required reason without converting it to another inventory record type.^[[Record Intake](record-intake.qmd#reject-intake)]
 
 #### Activate records
 
diff --git a/site/guide/inventory/manage-inventory-record-types.qmd b/site/guide/inventory/manage-inventory-record-types.qmd
index 790fd4e036..72664db01d 100644
--- a/site/guide/inventory/manage-inventory-record-types.qmd
+++ b/site/guide/inventory/manage-inventory-record-types.qmd
@@ -27,17 +27,19 @@ date: last-modified
 
 {{< include /guide/inventory/_add-edit-record-types.qmd >}}
 
-## Enable Intake
+## Flag a type for Record Intake
 
-If Record Intake is available for your organization, you can seed the opt-in **Intake** holding inventory record type from this page:
+If Record Intake is available for your organization, you can flag an inventory record type for intake when you create it:
 
 1. In the left sidebar, click **{{< fa gear >}} Settings**.
 
 2. Under {{< fa cube >}} Inventory, select **Inventory Record Types**.
 
-3. Click **Enable Intake**.
+3. Click **{{< fa plus >}} Add Inventory Record Type**.
 
-Intake becomes available for registration and classification workflows. The Intake slug is reserved and cannot be changed.
+4. Enter a **Name** for the holding type, then select **This Inventory Record Type will be used for intake.**
+
+Only one inventory record type can be flagged for intake. {{< var vm.product >}} creates special stages for that type; document and artifact types do not apply. To use a different type for intake later, delete the existing intake type and create another with the option selected.
 
 **Learn more:** [Record Intake](record-intake.qmd)
 
diff --git a/site/guide/inventory/record-intake.qmd b/site/guide/inventory/record-intake.qmd
index 62eec3d122..9c39532d0e 100644
--- a/site/guide/inventory/record-intake.qmd
+++ b/site/guide/inventory/record-intake.qmd
@@ -3,18 +3,18 @@
 # Refer to the LICENSE file in the root of this repository for details.
 # SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
 title: "Record Intake"
-description: "Enable the Intake holding type, classify submissions with workflows, convert records in place, and reject intake when needed."
+description: "Flag an inventory record type for intake, classify submissions with workflows, convert records in place, and reject intake when needed."
 date: last-modified
 ---
 
-Use **Record Intake** when non-expert submitters need a simple path to register a new system, and specialists later classify it into the correct inventory record type (for example Agent, Model, or Tool).
+Use **Record Intake** when non-expert submitters need a simple way to register a new entry, and authorized users later classify it into the correct inventory record type (for example Agent, Model, or Tool).
 
-Intake is an opt-in holding inventory record type. Records keep the same identifier when they convert, so activity history continues on the converted record.
+Intake is an opt-in holding inventory record type that you name yourself. Only one inventory record type in an organization can be flagged for intake. Records keep the same identifier when they convert, so activity history continues on the converted record.
 
 ::: {.callout}
 ## Availability
 
-Record Intake appears in {{< var vm.product >}} only when it is available for your organization. If you do not see **Enable Intake** under Inventory Record Types, contact {{< var vm.product >}} Support.
+Record Intake appears in {{< var vm.product >}} only when it is available for your organization. If you do not see the intake option when adding an inventory record type, contact {{< var vm.product >}} Support.
 :::
 
 ::: {.attn}
@@ -26,54 +26,58 @@ Record Intake appears in {{< var vm.product >}} only when it is available for yo
 
 :::
 
-## Enable Intake
+## Flag an inventory record type for intake
 
 1. In the left sidebar, click **{{< fa gear >}} Settings**.
 
 2. Under {{< fa cube >}} Inventory, select **Inventory Record Types**.
 
-3. Click **Enable Intake**.
+3. Click **{{< fa plus >}} Add Inventory Record Type**.
 
-    {{< var vm.product >}} seeds the **Intake** inventory record type (including its governed **Awaiting Classification** stage) and makes it available for registration.
+4. Enter a **Name** for your intake holding type (for example Intake, Discovery Queue, or New Submissions).
 
-4. Confirm that **Intake** appears in the list of inventory record types and is not disabled.^[[Enable or disable record types](manage-inventory-record-types.qmd#enable-or-disable-record-types)]
+5. Select **This Inventory Record Type will be used for intake.**
+
+    {{< var vm.product >}} creates special stages for the type so records can be held until they are classified. Document types and artifact types do not apply to intake types and are unavailable while the option is selected.
+
+6. Complete any other details (such as slug or stakeholder types), then click **Create**.
 
 ::: {.callout}
-## Intake slug is reserved
+## Only one intake type
 
-The Intake URL slug (`intake`) is reserved and cannot be changed when you edit the Intake record type.
+Only one inventory record type can be flagged for intake. If an intake type already exists, the option is unavailable when you add another type. To use a different type for intake, delete the existing intake type, then create a new one with the intake option selected. You cannot turn the intake flag on or off when editing an existing type.
 :::
 
 ## Register Intake records
 
 1. In the left sidebar, click **{{< fa cubes >}} Inventory**.
 
-2. Select **Intake Inventory** (or the Intake view in the inventory record type selector).
+2. Select the inventory view for your intake record type (or choose it in the inventory record type selector).
 
-    When Intake is enabled and you have not yet chosen an inventory view, {{< var vm.product >}} can open the **Intake** view on first visit so submitters land in the right place.
+    When an intake type is configured and you have not yet chosen an inventory view, {{< var vm.product >}} can open that intake view on first visit so submitters land in the right place.
 
-3. Click **Register {Record}** where `{Record}` is Intake, and complete the registration fields configured for Intake.^[[Register records in the inventory](register-records-in-inventory.qmd)]
+3. Click **Register {Record}** where `{Record}` is your intake record type, and complete the registration fields configured for that type.^[[Register records in the inventory](register-records-in-inventory.qmd)]
 
-Submitting an Intake record is recorded in record activity as an intake submission.^[[View record activity](/guide/reporting/view-record-activity.qmd)]
+Submitting an intake record is recorded in record activity as an intake submission.^[[View record activity](/guide/reporting/view-record-activity.qmd)]
 
 ::: {.callout}
 ## Documents and artifacts after conversion
 
-While a record is still Intake, document and artifact navigation for that record is hidden. Those surfaces become available after the record converts to its real inventory record type.
+While a record is still on the intake type, document and artifact navigation for that record is hidden. Those surfaces become available after the record converts to its real inventory record type.
 :::
 
 ## Configure an Intake classification workflow
 
-Classify Intake records with a workflow scoped to the **Intake** inventory record type:^[[Configure workflows](/guide/workflows/configure-workflows.qmd)]
+Classify intake records with a workflow scoped to your intake inventory record type:^[[Configure workflows](/guide/workflows/configure-workflows.qmd)]
 
 1. Collect the information reviewers need (for example with **{{< fa arrow-pointer >}} User Action**, **{{< fa maximize >}} Condition Branch**, and **{{< fa users >}} Approval** steps).^[[Workflow step types](/guide/workflows/workflow-step-types.qmd)]
 
 2. Finish the path with an **{{< fa layer-group >}} Inventory Record Type Change** step that converts the record in place to the target type.
 
-    - The step is available in the workflow builder for **Intake** workflows.
+    - The step is available in the workflow builder when the workflow is scoped to the inventory record type flagged for intake.
     - Choose a fixed target type, or resolve the target from a field value at runtime.
     - Set **Classification Method** to **Automated routing** or **Manual review** so record activity records how the type was assigned.
-    - Target options exclude Intake and disabled inventory record types.
+    - Target options exclude the intake type and disabled inventory record types.
 
 3. Publish the workflow.^[[Configure workflows](/guide/workflows/configure-workflows.qmd#publish-workflow)]
 
@@ -87,7 +91,7 @@ Admins can reclassify a record without waiting for the classifier workflow:
 
 2. Click **Change inventory record type**.
 
-3. Select the **New inventory record type**. Intake cannot be selected as a migrate target.
+3. Select the **New inventory record type**. An intake type cannot be selected as a migrate target.
 
 4. (Optional) Enter a **Reason** for the activity history.
 
@@ -97,9 +101,9 @@ The change keeps the same record identifier and continues the activity history o
 
 ## Reject intake
 
-If an Intake submission should not be converted:
+If an intake submission should not be converted:
 
-1. Open the Intake record overview.
+1. Open the intake record overview.
 
 2. Click **Reject intake**.
 
@@ -107,7 +111,7 @@ If an Intake submission should not be converted:
 
 4. Click **Reject and archive**.
 
-Rejecting archives the Intake record via its reserved **Archived** stage without converting it. The record remains available under the archived filter, and the reason is preserved in activity.^[[Archive and delete records](archive-delete-records.qmd)]
+Rejecting archives the intake record via its **Archived** stage without converting it. The record remains available under the archived filter, and the reason is preserved in activity.^[[Archive and delete records](archive-delete-records.qmd)]
 
 ## Track Intake activity
 
diff --git a/site/guide/inventory/register-records-in-inventory.qmd b/site/guide/inventory/register-records-in-inventory.qmd
index d25b0152f7..a2cf0f2b47 100644
--- a/site/guide/inventory/register-records-in-inventory.qmd
+++ b/site/guide/inventory/register-records-in-inventory.qmd
@@ -12,7 +12,7 @@ tbl-cap-location: bottom
 
 Register records with {{< var vm.product >}} as the first step towards streamlining your organization's risk management oversight.
 
-When Record Intake is enabled for your organization, submitters can also register records under the **Intake** holding type for later classification.^[[Record Intake](record-intake.qmd#register-intake-records)]
+When Record Intake is available for your organization and an inventory record type is flagged for intake, submitters can register holding records for later classification.^[[Record Intake](record-intake.qmd#register-intake-records)]
 
 ::: {.attn}
 
diff --git a/site/guide/reporting/_view-record-activity-overview.qmd b/site/guide/reporting/_view-record-activity-overview.qmd
index 2ede9ee88b..5dd21521d4 100644
--- a/site/guide/reporting/_view-record-activity-overview.qmd
+++ b/site/guide/reporting/_view-record-activity-overview.qmd
@@ -12,5 +12,5 @@ The record **{{< fa wifi >}} Activity** page shows a history of activities for t
 - User comment creation and replies on documents
 - Stakeholders added or removed
 - Workflow activity
-- Record Intake lifecycle events when Intake is enabled — submitted for intake, classified or reclassified (including automated routing, manual review, or admin changes), and rejected and archived^[[Record Intake](/guide/inventory/record-intake.qmd#track-intake-activity)]
+- Record Intake lifecycle events when an intake inventory record type is configured — submitted for intake, classified or reclassified (including automated routing, manual review, or admin changes), and rejected and archived^[[Record Intake](/guide/inventory/record-intake.qmd#track-intake-activity)]
 
diff --git a/site/guide/workflows/_workflow-step-types.qmd b/site/guide/workflows/_workflow-step-types.qmd
index 3439190617..3fda078e26 100644
--- a/site/guide/workflows/_workflow-step-types.qmd
+++ b/site/guide/workflows/_workflow-step-types.qmd
@@ -20,8 +20,8 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 <span id="inventory-record-type-change">
 
 - Converts a record to a different inventory record type in place (same record identifier; activity history continues).^[[Record Intake](/guide/inventory/record-intake.qmd)]
-- Available when configuring workflows for the **Intake** inventory record type.
-- Target options exclude Intake and disabled inventory record types.
+- Available when configuring workflows for the inventory record type flagged for intake.
+- Target options exclude the intake type and disabled inventory record types.
 
 | Field | Description |
 |---:|---|

From f5b595bfaeb3e5cce871de05bdca986e2464654d Mon Sep 17 00:00:00 2001
From: Jose Antonio Madriz <jamadriz@gmail.com>
Date: Wed, 29 Jul 2026 18:21:31 -0400
Subject: [PATCH 45/59] [SC-16747] Clarify automated vs manual Record Type
 Change method

Document that Classification Method is audit metadata on conversion, not a wait-for-human step, and describe the intended manual-review pattern.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/guide/inventory/record-intake.qmd        | 20 +++++++++++++++++--
 site/guide/workflows/_workflow-step-types.qmd | 13 +++++++++++-
 2 files changed, 30 insertions(+), 3 deletions(-)

diff --git a/site/guide/inventory/record-intake.qmd b/site/guide/inventory/record-intake.qmd
index 9c39532d0e..291054cdcd 100644
--- a/site/guide/inventory/record-intake.qmd
+++ b/site/guide/inventory/record-intake.qmd
@@ -76,12 +76,28 @@ Classify intake records with a workflow scoped to your intake inventory record t
 
     - The step is available in the workflow builder when the workflow is scoped to the inventory record type flagged for intake.
     - Choose a fixed target type, or resolve the target from a field value at runtime.
-    - Set **Classification Method** to **Automated routing** or **Manual review** so record activity records how the type was assigned.
+    - Set **Classification Method** to **Automated routing** or **Manual review**. This labels how the type was assigned in record activity; it does not change whether the conversion runs when the step executes.
     - Target options exclude the intake type and disabled inventory record types.
 
 3. Publish the workflow.^[[Configure workflows](/guide/workflows/configure-workflows.qmd#publish-workflow)]
 
-After conversion, {{< var vm.product >}} can start matching workflows on the target inventory record type that listen for a record-type-changed trigger (best effort). The record URL updates to the new inventory record type so you stay on the converted record instead of seeing a "not found" error.
+::: {.callout}
+## Automated routing vs Manual review
+
+Selecting **Manual review** on **Inventory Record Type Change** does **not** pause the workflow or open a review UI on that step. It only records that a human chose the type.
+
+When the step runs (with either method), {{< var vm.product >}}:
+
+- Converts the intake record in place to the target inventory record type (same record identifier)
+- Remaps the record to the target type's initial stage
+- Keeps custom field values; fields that apply to the new type become available
+- Writes an activity event labeled as automated routing or after manual review
+- Can start matching target-type workflows that listen for a record-type-changed trigger (best effort)
+
+Use **Manual review** when an earlier step collected a human selection — typically a **{{< fa arrow-pointer >}} User Action** that sets a field — and this step applies that selection (often with **From a field value**). Use **Automated routing** when the workflow itself decides the target (for example via conditions or a fixed type).^[[Inventory Record Type Change](/guide/workflows/workflow-step-types.qmd#inventory-record-type-change)]
+:::
+
+After conversion, the record URL updates to the new inventory record type so you stay on the converted record instead of seeing a "not found" error.
 
 ## Change inventory record type
 
diff --git a/site/guide/workflows/_workflow-step-types.qmd b/site/guide/workflows/_workflow-step-types.qmd
index 3fda078e26..4d5a6f991e 100644
--- a/site/guide/workflows/_workflow-step-types.qmd
+++ b/site/guide/workflows/_workflow-step-types.qmd
@@ -27,9 +27,20 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 |---:|---|
 | **When These Conditions Are Met** (optional) | Add conditional requirements to qualify for this step.^[[Conditional step requirements](/guide/workflows/conditional-step-requirements.qmd#inventory-record-type-change)] |
 | **Target Inventory Record Type** | Choose **A fixed type**, or **From a field value** so the target is read from a record field at runtime (the field value should be a record-type slug such as `agent`, or the type id). |
-| **Classification Method** | Select **Automated routing** or **Manual review**. Recorded in record activity as how the inventory record type was assigned. |
+| **Classification Method** | Select **Automated routing** or **Manual review**. Labels how the type was assigned in record activity. Both options convert the record immediately when this step runs — **Manual review** does not pause the workflow or open a review UI on this step. |
 : **{{< fa layer-group >}} Inventory Record Type Change** step configuration {.hover tbl-colwidths="[40,60]"}
 
+::: {.callout}
+## Classification Method is audit metadata
+
+**Classification Method** is author-declared on the step because the runtime cannot reliably infer whether a human reviewed the selection.
+
+- **Automated routing** — Same in-place conversion; activity records the assignment as automated routing.
+- **Manual review** — Same in-place conversion; activity records the assignment as after manual review.
+
+Typical **Manual review** pattern: earlier in the intake workflow, a reviewer chooses the target type (for example with a **{{< fa arrow-pointer >}} User Action** that sets a field). Configure this step with **Manual review** and, when needed, **From a field value** so the step applies that selection and labels it as a manual-review classification.
+:::
+
 ### {{< fa tag >}} Artifact Status Change
 <span id="artifact-status-change">
 

From 26b50c7e029ae942c11122985d90e59aff5313c2 Mon Sep 17 00:00:00 2001
From: Andres Rodriguez <andres@validmind.ai>
Date: Wed, 29 Jul 2026 16:14:09 -0700
Subject: [PATCH 46/59] docs: document artifact field change activity with
 before/after values [sc-16552]

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 .../_view-record-activity-overview.qmd        |  1 +
 site/guide/reporting/view-record-activity.qmd |  6 ++++
 site/guide/validation/update-artifacts.qmd    | 36 +++++++++++++++++++
 3 files changed, 43 insertions(+)

diff --git a/site/guide/reporting/_view-record-activity-overview.qmd b/site/guide/reporting/_view-record-activity-overview.qmd
index 9884a359cd..d6a86f8eb3 100644
--- a/site/guide/reporting/_view-record-activity-overview.qmd
+++ b/site/guide/reporting/_view-record-activity-overview.qmd
@@ -9,6 +9,7 @@ The record **{{< fa wifi >}} Activity** page shows a history of activities for t
 - Updates to documents: documentation, validation reports, ongoing monitoring reports, or custom documents
 - Test results or metrics added via the {{< var vm.developer >}}
 - Artifacts added, updated, or removed
+- Artifact field changes, including before and after values
 - User comment creation and replies on documents
 - Stakeholders added or removed
 - Workflow activity
diff --git a/site/guide/reporting/view-record-activity.qmd b/site/guide/reporting/view-record-activity.qmd
index 7e06020806..116a7baa04 100644
--- a/site/guide/reporting/view-record-activity.qmd
+++ b/site/guide/reporting/view-record-activity.qmd
@@ -69,6 +69,7 @@ Filter to narrow down record activity by category or specific values:
    Shows all events in a category:
 
    - **Logged Artifacts**[^6] — Artifacts logged on the record, by type.[^7] Only types of artifacts logged on the record will appear for selection.
+   - **Artifact Fields**[^artifact-fields-category] — Custom field changes on artifacts logged on the record, including before and after values.
    - **Logged Metrics**[^8] — Metrics over time logged on the record.
    - **Record Stakeholders**[^9] — Stakeholders added or removed from the record.
    - **Record Fields**[^10] — Inventory fields updated on the record *(label reflects current UI)*.
@@ -81,6 +82,7 @@ Filter to narrow down record activity by category or specific values:
    Shows events for specific values in a category you select. Select a value key, then choose one or more specific values from the secondary dropdown:
 
    - **Logged Artifacts**[^15] — Artifacts logged on the record, by type.[^16] Only types of artifacts logged on the record will appear for selection.
+   - **Artifact Fields**[^artifact-fields-value] — Custom field changes on artifacts logged on the record, by artifact. Only artifacts logged on the record will appear for selection.
    - **Record Fields**[^17] — Inventory fields updated on the record. Only inventory fields populated on the record will appear for selection.
    - **Record Documents**[^18] — Updates made to documents on the record, including any logged test results from the {{< var validmind.developer >}}.[^19] Only documents with activity will appear for selection.
    - **Record Workflows**[^20] — Workflow activity on the record. Only workflows applied to the record will appear for selection.
@@ -116,6 +118,8 @@ Filters persist in the URL, so you can share or bookmark a filtered view.
 
 [^7]: For example, selecting **Artifacts: Validation Issue** shows all validation issue artifact type events.
 
+[^artifact-fields-category]: [Update artifacts](/guide/validation/update-artifacts.qmd#view-artifact-activity)
+
 [^8]: [Work with metrics over time](/guide/monitoring/work-with-metrics-over-time.qmd)
 
 [^9]: [Manage record stakeholder types](/guide/configuration/manage-record-stakeholder-types.qmd#manage-stakeholder-types-on-records)
@@ -134,6 +138,8 @@ Filters persist in the URL, so you can share or bookmark a filtered view.
 
 [^16]: For example, selecting **Artifacts: Validation Issue** shows a secondary selection for the names of validation issue artifact type events.
 
+[^artifact-fields-value]: [Update artifacts](/guide/validation/update-artifacts.qmd#view-artifact-activity)
+
 [^17]: [Edit inventory fields](/guide/inventory/edit-inventory-fields.qmd)
 
 [^18]: [Working with documentation](/guide/documentation/working-with-documentation.qmd)
diff --git a/site/guide/validation/update-artifacts.qmd b/site/guide/validation/update-artifacts.qmd
index 782d8b9874..831093e731 100644
--- a/site/guide/validation/update-artifacts.qmd
+++ b/site/guide/validation/update-artifacts.qmd
@@ -97,6 +97,36 @@ The default maximum upload size is 100 MB per file. The limit shown in {{< var v
 
 4. Enter your comment and click **Submit** to save the comment.
 
+## View artifact activity
+
+Changes to artifact fields are logged so that you can audit who changed which field, when, and what the values were before and after the change:
+
+1. Locate the artifact whose activity you want to view.[^view-activity-locate]
+
+2. On the artifact details page, select the **Activity** tab.
+
+3. Click **View Details** on a field update event to expand the previous and new values for that field.
+
+::: {.callout}
+Artifact fields restricted by permissions[^view-activity-permissions] are hidden from activity for users without access to those fields.
+
+:::
+
+### View individual field activity
+
+To view the change history for a single artifact field:
+
+1. Locate the artifact whose field history you want to view.[^field-activity-locate]
+
+2. On the artifact details page, select the **Overview** or **Artifact Fields** tab.
+
+3. Hover over an artifact field, then click **{{< fa clock >}}** to view the change history for that field, including previous and new values.
+
+::: {.callout title="You can also filter record activity by artifact field changes."}
+Learn more: [Filter record activity](/guide/reporting/view-record-activity.qmd#filter-record-activity)
+
+:::
+
 ## Track artifact resolution
 
 As you prepare validation reports, review logged artifacts and close any artifacts that have been resolved:
@@ -136,6 +166,12 @@ If you logged an artifact in error or otherwise no longer need to track that art
 
 [^7]: [View and filter artifacts](view-filter-artifacts.qmd)
 
+[^view-activity-locate]: [View and filter artifacts](view-filter-artifacts.qmd)
+
+[^view-activity-permissions]: [Manage roles](/guide/configuration/manage-roles.qmd#manage-role-permissions)
+
+[^field-activity-locate]: [View and filter artifacts](view-filter-artifacts.qmd)
+
 [^8]: [View record activity](/guide/reporting/view-record-activity.qmd)
 
 [^9]: [Link artifacts to reports](/guide/validation/assess-compliance.qmd#link-artifacts-to-reports)

From 9442b34e634c22be067872baf0de5d2e2e6ee1ba Mon Sep 17 00:00:00 2001
From: Jose Antonio Madriz <jamadriz@gmail.com>
Date: Wed, 29 Jul 2026 21:54:37 -0400
Subject: [PATCH 47/59] [SC-16747] Drop field-derived target from Record Type
 Change docs

v1 only supports a fixed target inventory record type; align the guides
with the workflow builder UI.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/guide/inventory/record-intake.qmd        | 4 ++--
 site/guide/workflows/_workflow-step-types.qmd | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/site/guide/inventory/record-intake.qmd b/site/guide/inventory/record-intake.qmd
index 291054cdcd..f4bcfb3e64 100644
--- a/site/guide/inventory/record-intake.qmd
+++ b/site/guide/inventory/record-intake.qmd
@@ -75,7 +75,7 @@ Classify intake records with a workflow scoped to your intake inventory record t
 2. Finish the path with an **{{< fa layer-group >}} Inventory Record Type Change** step that converts the record in place to the target type.
 
     - The step is available in the workflow builder when the workflow is scoped to the inventory record type flagged for intake.
-    - Choose a fixed target type, or resolve the target from a field value at runtime.
+    - Select a fixed target inventory record type.
     - Set **Classification Method** to **Automated routing** or **Manual review**. This labels how the type was assigned in record activity; it does not change whether the conversion runs when the step executes.
     - Target options exclude the intake type and disabled inventory record types.
 
@@ -94,7 +94,7 @@ When the step runs (with either method), {{< var vm.product >}}:
 - Writes an activity event labeled as automated routing or after manual review
 - Can start matching target-type workflows that listen for a record-type-changed trigger (best effort)
 
-Use **Manual review** when an earlier step collected a human selection — typically a **{{< fa arrow-pointer >}} User Action** that sets a field — and this step applies that selection (often with **From a field value**). Use **Automated routing** when the workflow itself decides the target (for example via conditions or a fixed type).^[[Inventory Record Type Change](/guide/workflows/workflow-step-types.qmd#inventory-record-type-change)]
+Use **Manual review** when an earlier step collected a human decision — typically a **{{< fa arrow-pointer >}} User Action** or **{{< fa maximize >}} Condition Branch** that routes to a path with the matching fixed target type. Use **Automated routing** when the workflow itself decides the target (for example via conditions that lead to a fixed type).^[[Inventory Record Type Change](/guide/workflows/workflow-step-types.qmd#inventory-record-type-change)]
 :::
 
 After conversion, the record URL updates to the new inventory record type so you stay on the converted record instead of seeing a "not found" error.
diff --git a/site/guide/workflows/_workflow-step-types.qmd b/site/guide/workflows/_workflow-step-types.qmd
index 4d5a6f991e..044bd8ab29 100644
--- a/site/guide/workflows/_workflow-step-types.qmd
+++ b/site/guide/workflows/_workflow-step-types.qmd
@@ -26,7 +26,7 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 | Field | Description |
 |---:|---|
 | **When These Conditions Are Met** (optional) | Add conditional requirements to qualify for this step.^[[Conditional step requirements](/guide/workflows/conditional-step-requirements.qmd#inventory-record-type-change)] |
-| **Target Inventory Record Type** | Choose **A fixed type**, or **From a field value** so the target is read from a record field at runtime (the field value should be a record-type slug such as `agent`, or the type id). |
+| **Target Inventory Record Type** | Select the fixed inventory record type to convert to. |
 | **Classification Method** | Select **Automated routing** or **Manual review**. Labels how the type was assigned in record activity. Both options convert the record immediately when this step runs — **Manual review** does not pause the workflow or open a review UI on this step. |
 : **{{< fa layer-group >}} Inventory Record Type Change** step configuration {.hover tbl-colwidths="[40,60]"}
 
@@ -38,7 +38,7 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 - **Automated routing** — Same in-place conversion; activity records the assignment as automated routing.
 - **Manual review** — Same in-place conversion; activity records the assignment as after manual review.
 
-Typical **Manual review** pattern: earlier in the intake workflow, a reviewer chooses the target type (for example with a **{{< fa arrow-pointer >}} User Action** that sets a field). Configure this step with **Manual review** and, when needed, **From a field value** so the step applies that selection and labels it as a manual-review classification.
+Typical **Manual review** pattern: earlier in the intake workflow, a reviewer chooses the path (for example with a **{{< fa arrow-pointer >}} User Action** or **{{< fa maximize >}} Condition Branch**). Configure each path's **Inventory Record Type Change** step with the matching fixed target type and **Manual review** so activity labels the conversion as after manual review.
 :::
 
 ### {{< fa tag >}} Artifact Status Change

From 5fc51f83855765dd9db83eaa25c070b3273eb49a Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emmavanderheide.validmind@Emmas-MacBook-Air.local>
Date: Thu, 30 Jul 2026 10:02:37 -0400
Subject: [PATCH 48/59] docs: document Databricks OAuth connect flow [sc-17636]

Update Databricks connection docs for OAuth user login (with PAT still supported), optional SQL Warehouse ID, and reconnect guidance after SC-17165.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../integrations/configure-connections.qmd    | 16 ++++---
 .../synchronize-with-databricks.qmd           | 43 ++++++++++++++-----
 .../validmind_databricks_quickstart.ipynb     | 18 ++++----
 3 files changed, 54 insertions(+), 23 deletions(-)

diff --git a/site/guide/integrations/configure-connections.qmd b/site/guide/integrations/configure-connections.qmd
index f6f2966a35..b3a2d5861e 100644
--- a/site/guide/integrations/configure-connections.qmd
+++ b/site/guide/integrations/configure-connections.qmd
@@ -116,14 +116,20 @@ A unified analytics platform for data engineering, data science, and machine lea
 
 Required configuration details:
 
-**Databricks Host**
+**Authentication Method**
+: **OAuth (user login)** (recommended) or **Personal Access Token**. OAuth redirects you to Databricks to authorize the connection; PAT uses an organization secret.
+
+**Workspace URL**
 : The URL of your Databricks workspace, such as `https://yourcompany.cloud.databricks.com`.
 
-**Client ID**
-: The ID of your SQL Warehouse (found in Databricks SQL Warehouses settings).
+**SQL Warehouse ID** (optional)
+: The ID of your SQL Warehouse (found in Databricks SQL Warehouses settings). Required only when querying table row data via SQL.
+
+**OAuth Client ID** / **OAuth Client Secret** (optional, OAuth only)
+: Leave blank to use the default ValidMind partner OAuth app, or supply credentials from your own Databricks OAuth application. For confidential apps, store the client secret as an organization secret.
 
-**Client Secret**
-: The secret that stores your Databricks personal access token (PAT).
+**Personal Access Token** (PAT only)
+: Select a secret containing your Databricks Personal Access Token.
 
 ### Custom
 
diff --git a/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd b/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd
index 61e93d5b33..ef030e85b9 100644
--- a/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd
+++ b/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd
@@ -62,14 +62,14 @@ flowchart LR
 
 - [x] {{< var link.login >}}
 - [x] You are a [{{< fa hand >}} Customer Admin]{.bubble} or assigned another role with sufficient permissions to configure connections.[^1]
-- [x] A secret is configured for your Databricks Personal Access Token.[^2]
-- [x] You have admin access to your Databricks workspace.
+- [x] You have access to your Databricks workspace and can authorize the connection (OAuth) or create a personal access token (PAT).
+- [x] For **Personal Access Token** authentication only: a secret is configured for your Databricks PAT.[^2]
 
 :::
 
-## Sync {{< var vm.product >}} records with Databricks
+## Sync {{< var vm.product >}} records with Databricks {#sync-records-with-databricks}
 
-::: {.panel-tabset}
+:::: {.panel-tabset}
 
 ### 1. Configure Databricks connection
 
@@ -81,16 +81,33 @@ c. Click **{{< fa plus >}} Add Connection**.
 
 d. In the modal that opens, select **Databricks**.[^3]
 
-e. Complete:
+e. Complete the shared fields:
 
    - **Integration Name** — How other admins can identify the connection.
    - **Description** (optional) — The intended usage or additional details.
+   - **Authentication Method** — Choose **OAuth (user login)** (recommended) or **Personal Access Token**.
    - **Workspace URL** — Your Databricks workspace URL, found in the browser address bar, such as `https://adb-1234567890.azuredatabricks.net`.
-   - **SQL Warehouse ID** — The ID of your SQL Warehouse, found in SQL Warehouses settings.
-   - **Personal Access Token** — Select a secret containing your Databricks Personal Access Token.
+   - **SQL Warehouse ID** (optional) — The ID of your SQL Warehouse, found in SQL Warehouses settings. Required only when querying table row data via SQL.
    - **Initial Status** — Set to `Operational` to enable immediately or `Disabled` if you plan to finish setup later.
 
-f. Click **Save Integration**.
+f. Complete the fields for your authentication method:
+
+   ::: {.panel-tabset}
+
+   ### OAuth (user login)
+
+   - **OAuth Client ID** (optional) — Leave blank to use the default ValidMind partner OAuth app, or enter a client ID from your own Databricks OAuth application.
+   - **OAuth Client Secret** (optional) — Select a secret only for confidential OAuth apps. Leave blank for the ValidMind partner app or public PKCE apps.
+
+   Click **Connect with Databricks**. You are redirected to Databricks to sign in and authorize access. After you authorize, you return to Connections with the new connection created. Access and refresh tokens are stored securely and are never shown in the form.
+
+   ### Personal Access Token
+
+   - **Personal Access Token** — Select a secret containing your Databricks Personal Access Token.[^2]
+
+   Click **Save Integration**.
+
+   :::
 
 g. Test the connection:
 
@@ -99,6 +116,12 @@ g. Test the connection:
 
    If the test is successful, the message **{{< fa check-circle >}} Connection successful** is displayed.
 
+::: {.callout-note}
+## Reconnect OAuth connections
+
+To refresh OAuth tokens later, edit the Databricks connection and click **Reconnect with Databricks**. Complete the Databricks sign-in flow again. Switching an existing connection from Personal Access Token to OAuth also requires reconnecting.
+:::
+
 ### 2. Link records to Databricks
 
 Once the connection is configured, you can link {{< var vm.product >}} inventory records to your Databricks Unity Catalog resources:
@@ -122,7 +145,7 @@ g. Click **Link Model** to complete the link.
 
 After linking, metadata from the Unity Catalog resource syncs to {{< var vm.product >}}. You can use linked fields in custom calculated fields to surface Databricks metadata directly in your inventory views.
 
-:::
+::::
 
 ## What's next
 
@@ -138,6 +161,6 @@ After linking, metadata from the Unity Catalog resource syncs to {{< var vm.prod
 
 [^3]:
 
-  ![Configure the Databricks connection](configure-databricks.png){width=80% fig-alt="Screenshot of the Configure Databricks connection dialog showing the required fields described in step 5." .screenshot}
+  ![Configure the Databricks connection](configure-databricks.png){width=80% fig-alt="Screenshot of the Configure Databricks connection dialog. Choose Authentication Method (OAuth user login or Personal Access Token), then complete Workspace URL and optional SQL Warehouse ID. OAuth continues with Connect with Databricks; Personal Access Token uses a stored secret and Save Integration." .screenshot}
 
 [^4]: [Working with the inventory](/guide/inventory/working-with-the-inventory.qmd#search-filter-and-sort-records)
diff --git a/site/notebooks/databricks/validmind_databricks_quickstart.ipynb b/site/notebooks/databricks/validmind_databricks_quickstart.ipynb
index c54c52ae8a..42bb04f099 100644
--- a/site/notebooks/databricks/validmind_databricks_quickstart.ipynb
+++ b/site/notebooks/databricks/validmind_databricks_quickstart.ipynb
@@ -21,10 +21,11 @@
     "1. A running Databricks workspace with Unity Catalog enabled\n",
     "2. A ValidMind account with a registered model\n",
     "3. Your ValidMind API credentials (API key, API secret, model identifier)\n",
+    "4. A Databricks connection in ValidMind (OAuth user login recommended, or a personal access token)\n",
     "\n",
     "To get your credentials: log in to ValidMind → **Model Inventory** → select your model → **Getting Started** → **Copy snippet to clipboard**.\n",
     "\n",
-    "For step-by-step instructions on setting up the Databricks integration and linking a Unity Catalog table to your model, refer to [Synchronize with Databricks](https://docs.validmind.ai/guide/integrations/integrations-examples/synchronize-with-databricks.html).\n",
+    "For step-by-step instructions on connecting with **OAuth (user login)** or a personal access token, and linking a Unity Catalog table to your model, refer to [Synchronize with Databricks](https://docs.validmind.ai/guide/integrations/integrations-examples/synchronize-with-databricks.html).\n",
     "\n",
     "> **Note:** If you don't have a Unity Catalog table linked to your model yet, this notebook includes a synthetic-data fallback so you can still run through the full workflow."
    ]
@@ -140,7 +141,7 @@
     "\n",
     "Before running the next cell, make sure you have:\n",
     "\n",
-    "1. A Databricks integration configured in **Settings → Integrations → Databricks**\n",
+    "1. A Databricks connection configured in **Settings → Integrations → Connections** (OAuth user login recommended, or a personal access token). Include a **SQL Warehouse ID** if you need table row data via SQL.\n",
     "2. A `table` binding created for your model that links a Unity Catalog table to it\n",
     "3. At least one successful sync (the initial sync runs automatically when you create the binding)\n",
     "\n",
@@ -205,10 +206,11 @@
     "        raise RuntimeError(\n",
     "            \"No active Databricks table binding found for this model.\\n\\n\"\n",
     "            \"To fix:\\n\"\n",
-    "            \"  1. Go to ValidMind → Settings → Integrations → Databricks\\n\"\n",
-    "            \"  2. Open the model binding browser and select a Unity Catalog table\\n\"\n",
-    "            \"  3. Wait ~30 seconds for the initial sync to complete\\n\"\n",
-    "            \"  4. Re-run this cell\\n\\n\"\n",
+    "            \"  1. Go to ValidMind → Settings → Integrations → Connections\\n\"\n",
+    "            \"  2. Connect Databricks with OAuth (user login) or a personal access token\\n\"\n",
+    "            \"  3. Open the model binding browser and select a Unity Catalog table\\n\"\n",
+    "            \"  4. Wait ~30 seconds for the initial sync to complete\\n\"\n",
+    "            \"  5. Re-run this cell\\n\\n\"\n",
     "            \"Or set USE_SYNTHETIC_FALLBACK = True above to continue with generated data.\"\n",
     "        )\n",
     "    else:\n",
@@ -506,8 +508,8 @@
     "| `ConnectionError` on `vm.init()` | Your workspace may block outbound traffic. Check your network policy, or use a cluster with internet access. |\n",
     "| `401 Unauthorized` on `vm.init()` | The API key or secret is incorrect. Copy your credentials again from the ValidMind Platform. |\n",
     "| `numpy` version conflict | Pin a compatible version with `%pip install -q validmind \"numpy>=1.23,<2.0.0\"`. |\n",
-    "| `404` on dataset load | No Databricks table binding was found. Create one in **Settings → Integrations → Databricks**, then wait for the initial sync to complete. |\n",
-    "| `row_data is empty` after binding created | The initial sync is still running. Wait about 30 seconds and re-run Step 4. |\n",
+    "| `404` on dataset load | No Databricks table binding was found. Create a Databricks connection in **Settings → Integrations → Connections** (OAuth recommended), link a Unity Catalog table, then wait for the initial sync to complete. |\n",
+    "| `row_data is empty` after binding created | The initial sync is still running. Wait about 30 seconds and re-run Step 4. Confirm the connection includes a **SQL Warehouse ID** if you need row data via SQL. |\n",
     "| Wrong columns or target not found | Update `TARGET_COLUMN` in Step 4 to match the target column in your Unity Catalog table. |\n",
     "| Want to try the notebook without a binding | Set `USE_SYNTHETIC_FALLBACK = True` in Step 4 to use generated data. |"
    ]

From c1947e41f3db18cd3a00c365f88fbc9d40818006 Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emmavanderheide.validmind@Emmas-MacBook-Air.local>
Date: Thu, 30 Jul 2026 10:17:39 -0400
Subject: [PATCH 49/59] docs: refresh Databricks OAuth connection screenshot
 [sc-17636]

Replace the PAT-only modal image with the OAuth (user login) configure dialog and move Initial Status to the PAT path only.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../configure-databricks.png                  | Bin 72235 -> 126232 bytes
 .../synchronize-with-databricks.qmd           |   4 ++--
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/site/guide/integrations/integrations-examples/configure-databricks.png b/site/guide/integrations/integrations-examples/configure-databricks.png
index d524781af9ba8727d44ff260bbd2c846fd5eec8a..d5fc2519146a488cdd329d9b7d0fdf36dcbe6a80 100644
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diff --git a/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd b/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd
index ef030e85b9..5806f3103c 100644
--- a/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd
+++ b/site/guide/integrations/integrations-examples/synchronize-with-databricks.qmd
@@ -88,7 +88,6 @@ e. Complete the shared fields:
    - **Authentication Method** — Choose **OAuth (user login)** (recommended) or **Personal Access Token**.
    - **Workspace URL** — Your Databricks workspace URL, found in the browser address bar, such as `https://adb-1234567890.azuredatabricks.net`.
    - **SQL Warehouse ID** (optional) — The ID of your SQL Warehouse, found in SQL Warehouses settings. Required only when querying table row data via SQL.
-   - **Initial Status** — Set to `Operational` to enable immediately or `Disabled` if you plan to finish setup later.
 
 f. Complete the fields for your authentication method:
 
@@ -104,6 +103,7 @@ f. Complete the fields for your authentication method:
    ### Personal Access Token
 
    - **Personal Access Token** — Select a secret containing your Databricks Personal Access Token.[^2]
+   - **Initial Status** — Set to `Operational` to enable immediately or `Disabled` if you plan to finish setup later.
 
    Click **Save Integration**.
 
@@ -161,6 +161,6 @@ After linking, metadata from the Unity Catalog resource syncs to {{< var vm.prod
 
 [^3]:
 
-  ![Configure the Databricks connection](configure-databricks.png){width=80% fig-alt="Screenshot of the Configure Databricks connection dialog. Choose Authentication Method (OAuth user login or Personal Access Token), then complete Workspace URL and optional SQL Warehouse ID. OAuth continues with Connect with Databricks; Personal Access Token uses a stored secret and Save Integration." .screenshot}
+  ![Configure the Databricks connection](configure-databricks.png){width=80% fig-alt="Screenshot of the Configure Databricks connection dialog with Authentication Method set to OAuth (user login), showing Workspace URL, optional SQL Warehouse ID, optional OAuth Client ID and Client Secret, and the Connect with Databricks button." .screenshot}
 
 [^4]: [Working with the inventory](/guide/inventory/working-with-the-inventory.qmd#search-filter-and-sort-records)

From 3b6d67b829af5828c71f52b3fd30ef8781d244fb Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 13:00:45 -0400
Subject: [PATCH 50/59] docs: document create template and PDF outline upload
 [sc-17034]

Cover Settings Templates create-from-scratch and PDF outline flows from SC-16316, and list-row duplicate actions.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/faq/faq-documentation.qmd                |  7 +-
 .../templates/_create-document-templates.qmd  | 67 +++++++++++++++++++
 site/guide/templates/_duplicate-template.qmd  | 42 ++++++++----
 .../templates/manage-document-templates.qmd   | 24 +++----
 site/llm/chatbot-product-map.md               | 18 ++---
 5 files changed, 121 insertions(+), 37 deletions(-)
 create mode 100644 site/guide/templates/_create-document-templates.qmd

diff --git a/site/faq/faq-documentation.qmd b/site/faq/faq-documentation.qmd
index 5386d02b7a..8ccc887a0a 100644
--- a/site/faq/faq-documentation.qmd
+++ b/site/faq/faq-documentation.qmd
@@ -45,7 +45,8 @@ By default, the [{{< fa hand >}} Customer Admin]{.bubble} role[^6] has sufficien
 Yes, you can reuse content from existing documents or templates:
 
 - Build a library of reusable text blocks to insert into your documents, including content from existing documents.[^13]
-- Duplicate document templates to create new templates with the same content, then edit those duplicates to fit your needs.[^14]
+- Create blank document templates for a document type, or generate a structure-only outline from a PDF with selectable text.[^14]
+- Duplicate document templates to create new templates with the same content, then edit those duplicates to fit your needs.[^16]
 
 ## Can documents be created right in the {{< var validmind.platform >}}?
 
@@ -130,6 +131,8 @@ Yes, {{< var vm.product >}} allows you to leverage content from historical or ex
 
 [^13]: [Manage text block library](/guide/templates/manage-text-block-library.qmd)
 
-[^14]: [Manage document templates](/guide/templates/manage-document-templates.qmd)
+[^14]: [Manage document templates — Create document templates](/guide/templates/manage-document-templates.qmd#create-document-templates)
 
 [^15]: [Manage documents](/guide/templates/manage-documents.qmd#add-record-documents)
+
+[^16]: [Manage document templates — Duplicate document templates](/guide/templates/manage-document-templates.qmd#duplicate-document-templates)
diff --git a/site/guide/templates/_create-document-templates.qmd b/site/guide/templates/_create-document-templates.qmd
new file mode 100644
index 0000000000..7fc196b97a
--- /dev/null
+++ b/site/guide/templates/_create-document-templates.qmd
@@ -0,0 +1,67 @@
+<!-- Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+Refer to the LICENSE file in the root of this repository for details.
+SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
+
+:::: {.content-visible unless-format="revealjs"}
+Create a new blank template for a document type, then build the outline manually or generate it from a PDF:
+
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
+
+2. Under {{< fa file >}} Documents, select **Templates**.
+
+3. Select the tab for the document type you want the template to belong to:
+
+   - **Development**^[[Working with documentation](/guide/documentation/working-with-documentation.qmd)]
+   - **Validation**^[[Preparing validation reports](/guide/validation/preparing-validation-reports.qmd)]
+   - **Monitoring**^[[Ongoing monitoring](/guide/monitoring/ongoing-monitoring.qmd)]
+   - **Custom**^[[Managing documents](/guide/templates/managing-documents.qmd)]
+
+4. Click **{{< fa plus >}} Create [Document Type] Template** (for example **Create Development Template**).
+
+5. In the **Create Template** modal, enter a unique **Template Name** and a **Description**, then click **Create Template**.
+
+   The new template opens with an empty outline. To use it on inventory documents, associate it with a document type.^[[Manage document types](/guide/templates/manage-document-types.qmd)]
+
+6. Choose how to start the outline:
+
+::: {.panel-tabset}
+
+### Build Outline Manually
+
+a. Select **Build Outline Manually**.
+
+b. Use the outline editor to add sections and content blocks.^[[Customize document templates](/guide/templates/customize-document-templates.qmd#edit-template-outlines)]
+
+### Start Outline From PDF
+
+a. Select **Start Outline From PDF**.
+
+b. Upload a **.pdf** file (drag and drop or choose a file), then click **Upload PDF**.
+
+   ::: {.callout-note}
+   ## PDF requirements and limits
+
+   - PDFs must contain selectable text and headings. Scanned or image-only PDFs cannot generate an outline.
+   - Maximum size: **20 MB**. Maximum length: **100 pages**.
+   - Parsing creates a **structure-only** outline (sections and subsections with empty text placeholders). Charts and other graphics are not converted into test or metric blocks.
+   :::
+
+c. Track progress in **My Inbox**. When processing finishes, the outline is saved to the template (as a new version when applied).
+
+You can also choose **Generate from PDF** later from the template outline actions when you want to regenerate structure from a PDF.
+
+:::
+
+::::
+
+
+:::: {.content-hidden unless-format="revealjs"}
+Create a new blank template for a document type, then build the outline manually or generate it from a PDF:
+
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
+2. Under {{< fa file >}} Documents, select **Templates**.
+3. Select the tab for the [document type](/guide/templates/managing-documents.qmd){target="_blank"} you want the template to belong to.
+4. Click **{{< fa plus >}} Create [Document Type] Template**, enter a unique **Template Name** and **Description**, then click **Create Template**.
+5. On the blank outline, choose **Build Outline Manually** or **Start Outline From PDF** (selectable-text PDFs only; structure-only outline; track progress in **My Inbox**).
+
+::::
diff --git a/site/guide/templates/_duplicate-template.qmd b/site/guide/templates/_duplicate-template.qmd
index 0392e8fa6b..10443d349b 100644
--- a/site/guide/templates/_duplicate-template.qmd
+++ b/site/guide/templates/_duplicate-template.qmd
@@ -5,22 +5,38 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 :::: {.content-visible unless-format="revealjs"}
 To duplicate an existing template and start with version one of that new template:
 
-1. In the left sidebar, click **{{< fa gear >}} Settings**. 
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
 
-1.  Under {{< fa file >}} Documents, select **Templates**.
+2. Under {{< fa file >}} Documents, select **Templates**.
 
-1. Select one of the tabs for the type of template you want to duplicate:
+3. Select one of the tabs for the type of template you want to duplicate:
 
    - **Development**^[[Working with documentation](/guide/documentation/working-with-documentation.qmd)]
    - **Validation**^[[Preparing validation reports](/guide/validation/preparing-validation-reports.qmd)]
    - **Monitoring**^[[Ongoing monitoring](/guide/monitoring/ongoing-monitoring.qmd)]
    - **Custom**^[[Managing documents](/guide/templates/managing-documents.qmd)]
 
-1. Click on the template to duplicate and on the template details page, select **{{< fa copy >}} Duplicate Template**. 
+4. Duplicate the template from the list or from template details:
 
-1. In the Duplicate Template modal that opens, give your copy a **Template Name** and a **Template Description**.
+::: {.panel-tabset}
 
-1. Click **Duplicate Template** to create a copy of your template.
+### From the templates list
+
+a. Hover over the template until the **{{< fa ellipsis-vertical >}}** menu appears under **Actions**, then click on it.
+
+b. Select **{{< fa copy >}} Duplicate**.
+
+### From template details
+
+a. Click the template to open it.
+
+b. Select **{{< fa copy >}} Duplicate Template**.
+
+:::
+
+5. In the Duplicate Template modal that opens, give your copy a **Template Name** and a **Template Description**.
+
+6. Click **Duplicate Template** to create a copy of your template.
 
 Once duplicated, customize your new template to your needs, making it available for use with your documents.
 
@@ -30,18 +46,18 @@ Once duplicated, customize your new template to your needs, making it available
 :::: {.content-hidden unless-format="revealjs"}
 To duplicate an existing template and start with version one of that new template:
 
-1. In the left sidebar, click **{{< fa gear >}} Settings**. 
+1. In the left sidebar, click **{{< fa gear >}} Settings**.
 
-1.  Under {{< fa file >}} Documents, select **Templates**.
+2. Under {{< fa file >}} Documents, select **Templates**.
 
-1. Select one of the tabs for the [type of template you want to duplicate](/guide/templates/managing-documents.qmd){target="_blank"}.
+3. Select one of the tabs for the [type of template you want to duplicate](/guide/templates/managing-documents.qmd){target="_blank"}.
 
-1. Click on the template to duplicate and on the template details page, select **{{< fa copy >}} Duplicate Template**. 
+4. From the list **{{< fa ellipsis-vertical >}}** menu, select **{{< fa copy >}} Duplicate**, or open the template and select **{{< fa copy >}} Duplicate Template**.
 
-1. In the Duplicate Template modal that opens, give your copy a **Template Name** and a **Template Description**.
+5. In the Duplicate Template modal that opens, give your copy a **Template Name** and a **Template Description**.
 
-1. Click **Duplicate Template** to create a copy of your template.
+6. Click **Duplicate Template** to create a copy of your template.
 
 Once duplicated, customize your new template to your needs, making it available for use with your documents.
 
-::::
\ No newline at end of file
+::::
diff --git a/site/guide/templates/manage-document-templates.qmd b/site/guide/templates/manage-document-templates.qmd
index 43eed06b3d..7cc9babdca 100644
--- a/site/guide/templates/manage-document-templates.qmd
+++ b/site/guide/templates/manage-document-templates.qmd
@@ -13,15 +13,16 @@ aliases:
   - /guide/templates/view-documentation-templates.html
 ---
 
-View and swap between different document templates or template versions, or duplicate and delete templates.
+Create blank document templates or generate outlines from PDFs, then view, swap, duplicate, and delete templates for your organization.
 
 ::: {.attn}
 
 ## Prerequisites
 
 - [x] {{< var link.login >}}
-- [x] To swap between templates or template versions, more than one template or version must exist for that document type.[^1]
-- [x] You are a [{{< fa code >}} Developer]{.bubble} or [{{< fa circle-check >}} Validator]{.bubble}, or assigned another role with sufficient permissions to perform the tasks in this guide.[^2]
+- [x] To **create** or **delete** templates, you are a [{{< fa hand >}} Customer Admin]{.bubble} or assigned another role with the **Create Template** or **Delete Template** permission.[^1]
+- [x] To swap between templates or template versions, more than one template or version must exist for that document type.[^2]
+- [x] To swap templates on a record document, you are a [{{< fa code >}} Developer]{.bubble} or [{{< fa circle-check >}} Validator]{.bubble}, or assigned another role with sufficient permissions.[^1]
 
 :::
 
@@ -29,6 +30,10 @@ View and swap between different document templates or template versions, or dupl
 
 {{< include /guide/templates/_view-document-templates.qmd >}}
 
+## Create document templates {#create-document-templates}
+
+{{< include /guide/templates/_create-document-templates.qmd >}}
+
 ## Edit document template outlines
 
 ::: {.callout}
@@ -59,13 +64,6 @@ Switch a document to a completely different template, or apply another version o
    - Click **{{< fa magnifying-glass >}} Search** to search for documents by keywords in the document title.
    - Click **{{< fa arrow-up-wide-short >}} Sort** to reorder the list using different criteria in ascending or descending order.[^6]
 
-   <!-- ::: {.column-margin}
-   **Note that searching and sorting of fields stack.**
-
-   For example, if you first search by keyword for `ValidMind` without clearing that search, any additional sorting applied will only apply to the results returned by that initial search.
-
-   ::: -->
-
 5. On your document's detail page, locate **Document Template**.
 
 6. View the currently applied template and version, or swap to another template or version:
@@ -129,9 +127,9 @@ Delete templates no longer required by your organization:
 
 <!-- FOOTNOTES -->
 
-[^1]: [Manage document types](manage-document-types.qmd)
+[^1]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
 
-[^2]: [Manage permissions](/guide/configuration/manage-permissions.qmd)
+[^2]: [Manage document types](manage-document-types.qmd)
 
 [^3]: [Manage document types](/guide/templates/manage-document-types.qmd)
 
@@ -167,4 +165,4 @@ Delete templates no longer required by your organization:
     **To delete a template without reviewing template details:**<br></br>
 
     a. Hover over the template until the **{{< fa ellipsis-vertical >}}** menu appears, then click on it.
-    b. Select [**{{< fa trash-can >}} Delete**]{.red}.
\ No newline at end of file
+    b. Select [**{{< fa trash-can >}} Delete**]{.red}.
diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index 4caf87a979..1bd10f081c 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -91,7 +91,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -124,7 +124,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-documents.html`
   - Sections: Prerequisites; Add record documents; How do I get the best results when converting PDFs into editable documents?; How can I trust that the conversion is accurate?; Troubleshooting; My PDF conversion is stuck. What can I do?; Edit record documents; Delete record documents
 - `/guide/templates/manage-text-block-library.html`
@@ -141,7 +141,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -181,7 +181,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -203,7 +203,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -225,7 +225,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -399,7 +399,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -455,7 +455,7 @@
 - `/guide/templates/customize-document-checker.html`
   - Sections: Prerequisites; Manage regulations and policies; Manage assessments; Default assessments provided by } cannot be edited, only cloned.; Add or clone assessments; Add or edit assessment questions; Add assessment questions; Edit assessment questions
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`
@@ -562,7 +562,7 @@
 - `/guide/templates/customize-document-templates.html`
   - Sections: Prerequisites; Edit template outlines; Configure assessment options[^4]; Edit YAML templates; Template schema; Troubleshooting YAML templates; Add text blocks to templates; Add text blocks via template outlines
 - `/guide/templates/manage-document-templates.html`
-  - Sections: Prerequisites; View document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates; Delete document templates
+  - Sections: Prerequisites; View document templates; Create document templates; Edit document template outlines; Swap document templates; View currently applied templates; Swap between templates; Duplicate document templates
 - `/guide/templates/manage-document-types.html`
   - Sections: Prerequisites; Add document types; Edit or delete document types; Development, Validation, and Monitoring document types are stock types and cannot be deleted.
 - `/guide/templates/manage-documents.html`

From 79cee2e321b2babc7a1cc25c6d6bc85416d5ef52 Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 10:39:12 -0400
Subject: [PATCH 51/59] docs: document org-wide record activity views and
 filters [sc-17354]

Clarify organization-wide Activity vs per-record Activity, and document the Activity Filter and Record/Artifact Filter tabs from SC-16807.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../_view-record-activity-overview.qmd        |  4 +-
 .../tracking-organization-activity.qmd        |  2 +
 site/guide/reporting/view-record-activity.qmd | 79 +++++++++++++++++--
 site/llm/chatbot-product-map.md               |  9 ++-
 4 files changed, 85 insertions(+), 9 deletions(-)

diff --git a/site/guide/reporting/_view-record-activity-overview.qmd b/site/guide/reporting/_view-record-activity-overview.qmd
index ee30a73614..61c98b3174 100644
--- a/site/guide/reporting/_view-record-activity-overview.qmd
+++ b/site/guide/reporting/_view-record-activity-overview.qmd
@@ -2,11 +2,10 @@
 Refer to the LICENSE file in the root of this repository for details.
 SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 
-The record **{{< fa wifi >}} Activity** page shows a history of activities for the selected inventory record, including actions performed by users in your organization, activity from automated workflows, and updates generated via the {{< var validmind.developer >}}, such as:
+Record activity shows a history of activities for inventory records, including actions performed by users in your organization, activity from automated workflows, and updates generated via the {{< var validmind.developer >}}, such as:
 
 - Fields updated
 - Stage transitions
-- Risk tier assessments created, updated, published, archived, versioned, or deleted
 - Updates to documents: documentation, validation reports, ongoing monitoring reports, or custom documents
 - Test results or metrics added via the {{< var vm.developer >}}
 - Artifacts added, updated, or removed
@@ -16,3 +15,4 @@ The record **{{< fa wifi >}} Activity** page shows a history of activities for t
 - Workflow activity
 - Record Intake lifecycle events when an intake inventory record type is configured — submitted for intake, classified or reclassified (including automated routing, manual review, or admin changes), and rejected and archived^[[Record Intake](/guide/inventory/record-intake.qmd#track-intake-activity)]
 
+You can review this history **organization-wide** on **{{< fa wifi >}} Activity** → **Record Activity**, or for a **single inventory record** from that record's **{{< fa wifi >}} Activity** page.
diff --git a/site/guide/reporting/tracking-organization-activity.qmd b/site/guide/reporting/tracking-organization-activity.qmd
index 0bd0f7791d..78a7b48128 100644
--- a/site/guide/reporting/tracking-organization-activity.qmd
+++ b/site/guide/reporting/tracking-organization-activity.qmd
@@ -18,6 +18,8 @@ listing:
 
 Review activity logs for your organization relating to records and settings configurations.
 
+Use **{{< fa wifi >}} Activity** in the left sidebar for organization-wide **Record Activity** and **Settings Activity**, or open a record's **Activity** page for a single inventory record.
+
 ::::{#activity .intro-listing}
 ::::
 
diff --git a/site/guide/reporting/view-record-activity.qmd b/site/guide/reporting/view-record-activity.qmd
index 116a7baa04..6daebce0f1 100644
--- a/site/guide/reporting/view-record-activity.qmd
+++ b/site/guide/reporting/view-record-activity.qmd
@@ -11,7 +11,7 @@ aliases:
   - /guide/inventory/view-record-activity.html
 ---
 
-Track information events associated with a specific record. Audit a history of updates made to the record, including stage or workflow transitions, updates on associated documents, activity on logged artifacts, and more.
+Track information events for inventory records across your organization or for a single record. Audit updates such as stage or workflow transitions, document changes, logged artifact activity, and more.
 
 ## What is tracked on record activity?
 
@@ -26,13 +26,29 @@ Track information events associated with a specific record. Audit a history of u
 
 :::
 
-## View record activity
+## View record activity {#view-record-activity}
+
+:::: {.panel-tabset}
+
+### Organization-wide Record Activity
+
+Use the organization **{{< fa wifi >}} Activity** page to review record and artifact updates across all inventory records you can access:
+
+1. In the left sidebar, click **{{< fa wifi >}} Activity**.
+
+2. Select the **Record Activity** tab.
+
+The feed shows recent record and artifact events organization-wide. For configuration and settings changes, use the **Settings Activity** tab.[^settings-activity]
+
+### Activity for a specific record
 
 {{< include _view-record-activity-steps.qmd >}}
 
+::::
+
 ### View individual field activity
 
-To view activity for individual inventory fields:[^2]
+To view activity for individual inventory fields on a specific record:[^2]
 
 1. In the left sidebar, click **{{< fa cubes >}} Inventory**.
 
@@ -44,9 +60,56 @@ To view activity for individual inventory fields:[^2]
 
 5. Hover over **{{< fa circle-info >}}** to view individual activity for that field.
 
-## Filter record activity
+## Filter record activity {#filter-record-activity}
+
+Narrow activity by event dimensions, record or artifact attributes, or both. Available filters differ between the organization-wide feed and a single record's Activity page.
+
+:::: {.panel-tabset}
+
+### Organization-wide filters
+
+On **{{< fa wifi >}} Activity** → **Record Activity**, click **{{< fa filter >}} Filter** to open the filter popover. The popover has two tabs; rules from both tabs combine with AND when you apply them:
+
+::: {.panel-tabset}
+
+### Activity Filter
+
+Filter by dimensions of the activity event itself:
 
-Filter to narrow down record activity by category or specific values:
+- **Event Category** — Category of the activity event.
+- **Actor** — User who performed the activity.
+- **Artifact Type** — Type of artifact involved in the event.
+- **Changed Field** — Inventory or artifact field that changed.
+- **Document** — Document associated with the event.
+- **Workflow** — Workflow associated with the event.
+
+### Record/Artifact Filter
+
+Filter by the **current** values of related inventory records and artifacts. Grouped fields include:
+
+- **Record** — For example Business Unit, Group, Model ID, Model Stage, Name, Inventory Record Type, Purpose, Tier, Use, and vendor fields.
+- **Finding** — For example Severity, Status, Owner, Created on, and Due date.
+- **Workflow** — For example Workflow name, Status, and Started on.
+- **Document** — For example Owner and Last updated.
+- **User** — For example Name and Email for the acting user.
+
+:::
+
+::: {.callout-note}
+## Record filters include downstream artifact activity
+
+Filtering by a record attribute (for example **Business Unit**) returns activity on matching records **and** on artifacts logged to those records, such as validation issues.
+:::
+
+1. Click **{{< fa plus >}} Add Rule** (or add a group) to build your filter conditions in either tab.
+
+2. Click **Apply Filters**.
+
+Active filters appear as chips. Click {{< fa xmark >}} on a chip to remove that filter, or clear all filters from the popover. Organization-wide filters persist in the URL (`qbfilters`), so you can share or bookmark a filtered view.
+
+### Filters for a specific record
+
+On a record's **{{< fa wifi >}} Activity** page, filter by category or specific values:
 
 1. In the left sidebar, click **{{< fa cubes >}} Inventory**.
 
@@ -92,7 +155,7 @@ Filter to narrow down record activity by category or specific values:
 
    (Optional) Add more rules by repeating steps 5 and 6. Multiple rules combine with AND logic.[^22]
 
-6. Click **Apply Filters** to apply your filter rules.
+8. Click **Apply Filters** to apply your filter rules.
 
 #### Remove active filters
 
@@ -102,6 +165,8 @@ After applying filters, active conditions appear as chips below the header. Clic
 
 Filters persist in the URL, so you can share or bookmark a filtered view.
 
+::::
+
 <!-- FOOTNOTES -->
 
 [^1]: [Register records in the inventory](/guide/inventory/register-records-in-inventory.qmd)
@@ -151,3 +216,5 @@ Filters persist in the URL, so you can share or bookmark a filtered view.
 [^21]: [Manage users](/guide/configuration/manage-users.qmd)
 
 [^22]: For example, filter by an event category AND a specific user to see only that user's activity in that category.
+
+[^settings-activity]: [View settings activity](/guide/reporting/view-settings-activity.qmd)
diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index 4caf87a979..1d53287783 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -530,7 +530,14 @@
 
 #### `/activity` — Activity
 
-- *No direct help link; content may be covered under scattered guide sections.*
+**Docs (related):**
+
+- `/guide/reporting/view-record-activity.html`
+  - Sections: What is tracked on record activity?; Prerequisites; View record activity; Organization-wide Record Activity; Activity for a specific record; Filter record activity; Organization-wide filters; Filters for a specific record
+- `/guide/reporting/view-settings-activity.html`
+  - Sections: What is tracked on settings activity?; Prerequisites; View settings activity
+- `/guide/reporting/tracking-organization-activity.html`
+  - Sections: What's next
 
 #### `/analytics` — sidebar.analytics
 

From 3d4b31e9d7109053f446037ceeee7b2ec5d9f031 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 30 Jul 2026 15:13:57 +0000
Subject: [PATCH 52/59] chore: refresh chatbot product map

---
 site/llm/chatbot-product-map.md | 9 +--------
 1 file changed, 1 insertion(+), 8 deletions(-)

diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index 1d53287783..4caf87a979 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -530,14 +530,7 @@
 
 #### `/activity` — Activity
 
-**Docs (related):**
-
-- `/guide/reporting/view-record-activity.html`
-  - Sections: What is tracked on record activity?; Prerequisites; View record activity; Organization-wide Record Activity; Activity for a specific record; Filter record activity; Organization-wide filters; Filters for a specific record
-- `/guide/reporting/view-settings-activity.html`
-  - Sections: What is tracked on settings activity?; Prerequisites; View settings activity
-- `/guide/reporting/tracking-organization-activity.html`
-  - Sections: What's next
+- *No direct help link; content may be covered under scattered guide sections.*
 
 #### `/analytics` — sidebar.analytics
 

From 92a4ac16e090471b57adb31ae3e191775ff07b2f Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 12:07:14 -0400
Subject: [PATCH 53/59] docs: update Settings Activity filters and tracked
 categories [sc-17354]

Document the SC-16807 query-builder fields for Settings Activity and expand what is tracked to match shipped audit scopes.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/faq/_faq-settings-activity.qmd           |  2 +-
 .../_view-settings-activity-overview.qmd      | 14 +++--
 .../_view-settings-activity-steps.qmd         | 61 ++++++++++++-------
 site/llm/chatbot-product-map.md               | 11 +++-
 site/scripts/generate_chatbot_product_map.py  |  5 ++
 .../organizational-oversight-reporting.qmd    |  2 +-
 6 files changed, 63 insertions(+), 32 deletions(-)

diff --git a/site/faq/_faq-settings-activity.qmd b/site/faq/_faq-settings-activity.qmd
index b93f48176e..6179dfbbb6 100644
--- a/site/faq/_faq-settings-activity.qmd
+++ b/site/faq/_faq-settings-activity.qmd
@@ -5,4 +5,4 @@ SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 ## Are updates to organization settings or configuration tracked?
 
 - Yes, the {{< var validmind.platform >}} provides an audit trail functionality, enabling you to track or audit all the events associated with a specific organization's settings.
-- You can review a full history of updates to organization settings, such as changes to users and groups, permissions and roles, inventory record or artifact settings, document settings, governance settings, workflow and integration setup, and more.^[[View settings activity](/guide/reporting/view-settings-activity.qmd)]
+- You can review a full history of updates to organization settings, such as changes to users and groups, permissions and roles, inventory record or artifact settings, document settings, governance settings, risk tiering, workflow and integration setup, and more.^[[View settings activity](/guide/reporting/view-settings-activity.qmd)]
diff --git a/site/guide/reporting/_view-settings-activity-overview.qmd b/site/guide/reporting/_view-settings-activity-overview.qmd
index 3b89b8e2db..a8bda87b57 100644
--- a/site/guide/reporting/_view-settings-activity-overview.qmd
+++ b/site/guide/reporting/_view-settings-activity-overview.qmd
@@ -2,14 +2,16 @@
 Refer to the LICENSE file in the root of this repository for details.
 SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 
-The organization **{{< fa bolt >}} Activity** page shows a history of updates to configuration settings for the selected organization, such as activity related to:
+The organization **{{< fa wifi >}} Activity** page shows a history of updates to configuration settings for the selected organization, such as activity related to:
 
 - Organization settings, including management of business units, authentication configuration, email notifications, and general settings for documents
 - Management of groups and group membership, users and invitations, permissions and roles
-- Inventory record settings, including management of inventory record types and record fields
-- Artifact settings, including management of artifact types, severities, and fields
+- Inventory record settings, including management of inventory record types, record stages, record fields, and custom fields
+- Artifact settings, including management of artifact types, severities, fields, and finding statuses
 - Document settings, including management of document types, templates, and library blocks
-- Governance settings, including management of regulations or polices and related assessments, as well as risk areas and validation guidelines
-- Workflow settings, including workflow creations, publications, and deletions
+- Governance settings, including management of regulations or policies and related assessments, as well as risk areas and validation guidelines
+- Risk tiering settings, including management of risk tier templates and risk assessments
+- Workflow settings, including workflow creations, publications, and deletions, as well as workflow states
 - Integration settings, including integration setup and secret management
-- Webhook settings, including webhook secret management
\ No newline at end of file
+- Webhook settings, including webhook secret management
+- Global charter settings, including charter creation, updates, moves, and deletions
diff --git a/site/guide/reporting/_view-settings-activity-steps.qmd b/site/guide/reporting/_view-settings-activity-steps.qmd
index 2dc8b5bc4b..f6853e1795 100644
--- a/site/guide/reporting/_view-settings-activity-steps.qmd
+++ b/site/guide/reporting/_view-settings-activity-steps.qmd
@@ -11,28 +11,43 @@ To review settings activity for your organization:
 
    ::: {.panel-tabset}
 
-   ### Filter settings activity by category
-
-   To narrow down settings activity by category:
-
-   1. Click **{{< fa filter >}} Filter** to open the filter popover.
-
-   2. Select the **Event Type**s you want to filter by from the drop-down menu:
-
-      - **Artifacts** to view activity related to creation of, updates to, and deletions of artifact types,^[[Manage artifact types](/guide/validation/manage-artifact-types.qmd)] severities,^[[Manage artifact severities](/guide/validation/manage-artifact-severities.qmd)] and fields.^[[Manage artifact fields](/guide/validation/manage-artifact-fields.qmd)]
-      - **Business Units** to view activity related to business unit creation, updates, and deletions.^[[Set up your organization](/guide/configuration/set-up-your-organization.qmd#manage-business-units)]
-      - **Documents** to view activity related to creation of, updates to, and deletions of document types,^[[Manage document types](/guide/templates/manage-document-types.qmd)] templates,^[[Manage document templates](/guide/templates/manage-document-templates.qmd)] and library blocks.^[[Manage text block library](/guide/templates/manage-text-block-library.qmd)]
-      - **Governance** to view activity related to creation of, updates to, and deletions of regulations or policies,^[[Customize {{< var validmind.checker >}}](/guide/templates/customize-document-checker.qmd)] as well as risk areas and validation guidelines.^[[Manage validation guidelines](/guide/validation/manage-validation-guidelines.qmd)]
-      - **Groups** to view activity related to group creation, updates, deletions, and group membership changes.^[[Manage groups](/guide/configuration/manage-groups.qmd)]
-      - **Integration Connections** to view activity related to integration connection creation, update, and removal.^[[Managing integrations](/guide/integrations/managing-integrations.qmd)]
-      - **Integration Secrets** to view activity related to integration secret creation, revocation, and deletion.
-      - **Inventory Records** to view activity related to inventory record type^[[Manage inventory record types](/guide/inventory/manage-inventory-record-types.qmd)] or record field^[[Manage inventory fields](/guide/inventory/manage-inventory-fields.qmd)] creation, updates, and deletions.
-      - **Organization Settings** to view activity related to authentication configuration, email notifications,^[[Manage platform notifications](/guide/configuration/manage-platform-notifications.qmd#customize-email-notifications)] and general settings for documents.^[[Managing documents](/guide/templates/managing-documents.qmd#manage-document-defaults)]
-      - **Permissions** to view activity related to permission changes on roles.^[[Manage permissions](/guide/configuration/manage-permissions.qmd)]
-      - **Roles** to view activity related to role creation, updates, deletions, and user role assignments.^[[Manage roles](/guide/configuration/manage-roles.qmd)]
-      - **Users** to view activity related to user information updates and user invitations.^[[Manage users](/guide/configuration/manage-users.qmd)]
-      - **Webhook Secrets** to view activity related to webhook secret creation, revocation, and deletion.^[[Manage secrets](/guide/integrations/manage-secrets.qmd#webhook-secrets)]
-      - **Workflows** to view activity related to workflow creation, publications, and deletions.^[[Setting up workflows](/guide/workflows/setting-up-workflows.qmd)]
+   ### Filter settings activity
+
+   To narrow down settings activity, click **{{< fa filter >}} Filter** to open the filter popover. Add rules against event dimensions for settings and configuration changes:
+
+   - **Category** — Settings event category (for example users, workflows, or inventory record configuration).
+   - **Action** — Specific audit action recorded for the event.
+   - **Actor** — User who made the change.
+   - **Target Type** — Type of configuration object that changed.
+
+   1. Click **{{< fa plus >}} Add Rule** (or add a group) to build your filter conditions.
+
+   2. Click **Apply Filters**.
+
+   Active filters appear as chips. Click {{< fa xmark >}} on a chip to remove that filter, or clear all filters from the popover.
+
+   Common **Category** values include:
+
+   - **Artifacts** — Creation of, updates to, and deletions of artifact types,^[[Manage artifact types](/guide/validation/manage-artifact-types.qmd)] severities,^[[Manage artifact severities](/guide/validation/manage-artifact-severities.qmd)] fields,^[[Manage artifact fields](/guide/validation/manage-artifact-fields.qmd)] and finding statuses.
+   - **Business Units** — Business unit creation, updates, and deletions.^[[Set up your organization](/guide/configuration/set-up-your-organization.qmd#manage-business-units)]
+   - **Documents** — Creation of, updates to, and deletions of document types,^[[Manage document types](/guide/templates/manage-document-types.qmd)] templates,^[[Manage document templates](/guide/templates/manage-document-templates.qmd)] and library blocks.^[[Manage text block library](/guide/templates/manage-text-block-library.qmd)]
+   - **Global Charters** — Global charter creation, updates, moves, and deletions.
+   - **Governance** — Creation of, updates to, and deletions of regulations or policies,^[[Customize {{< var validmind.checker >}}](/guide/templates/customize-document-checker.qmd)] as well as risk areas and validation guidelines.^[[Manage validation guidelines](/guide/validation/manage-validation-guidelines.qmd)]
+   - **Groups** — Group creation, updates, deletions, and group membership changes.^[[Manage groups](/guide/configuration/manage-groups.qmd)]
+   - **Integration Connections** — Integration connection creation, update, and removal.^[[Managing integrations](/guide/integrations/managing-integrations.qmd)]
+   - **Integration Secrets** — Integration secret creation, revocation, and deletion.
+   - **Inventory Record Types** — Inventory record type creation, updates, and deletions.^[[Manage inventory record types](/guide/inventory/manage-inventory-record-types.qmd)]
+   - **Inventory Records** — Record stage^[[Manage record stages](/guide/workflows/manage-record-stages.qmd)] and record field^[[Manage inventory fields](/guide/inventory/manage-inventory-fields.qmd)] creation, updates, and deletions.
+   - **Organization Settings** — Authentication configuration, email notifications,^[[Manage platform notifications](/guide/configuration/manage-platform-notifications.qmd#customize-email-notifications)] and general settings for documents.^[[Managing documents](/guide/templates/managing-documents.qmd#manage-document-defaults)]
+   - **Permissions** — Permission changes on roles.^[[Manage permissions](/guide/configuration/manage-permissions.qmd)]
+   - **Record Fields** — Custom field creation, updates, renames, and deletions.
+   - **Risk Assessments** — Risk tier assessment creation, updates, status changes, new versions, and deletions.^[[Manage risk tier assessments](/guide/risk-tiering/manage-risk-tier-assessments.qmd)]
+   - **Risk Tier Templates** — Risk tier template creation, updates, deletions, duplication, and stage changes.^[[Manage risk tier templates](/guide/risk-tiering/manage-risk-tier-templates.qmd)]
+   - **Roles** — Role creation, updates, deletions, and user role assignments.^[[Manage roles](/guide/configuration/manage-roles.qmd)]
+   - **Users** — User information updates and user invitations.^[[Manage users](/guide/configuration/manage-users.qmd)]
+   - **Webhook Secrets** — Webhook secret creation, revocation, and deletion.^[[Manage secrets](/guide/integrations/manage-secrets.qmd#webhook-secrets)]
+   - **Workflow States** — Workflow state creation, updates, and deletions.^[[Workflow states](/guide/workflows/workflow-states.qmd)]
+   - **Workflows** — Workflow creation, publications, and deletions.^[[Setting up workflows](/guide/workflows/setting-up-workflows.qmd)]
 
    ### View more details about specific activity
 
@@ -49,7 +64,7 @@ To review settings activity for your organization:
 1. In the left sidebar, click **{{< fa wifi >}} Activity**.
 2. Select the **Settings Activity** tab:
 
-- Click **{{< fa filter >}} Filter** to open the filter popover and select the **Event Type**s you want to filter by from the drop-down menu.
+- Click **{{< fa filter >}} Filter** to open the filter popover, then add rules for **Category**, **Action**, **Actor**, or **Target Type**.
  - Click **{{< fa chevron-down >}} View Details** to reveal more details about the activity when the option is available on an entry.
 
 ::::
diff --git a/site/llm/chatbot-product-map.md b/site/llm/chatbot-product-map.md
index 4caf87a979..9dfa1d7b53 100644
--- a/site/llm/chatbot-product-map.md
+++ b/site/llm/chatbot-product-map.md
@@ -530,7 +530,16 @@
 
 #### `/activity` — Activity
 
-- *No direct help link; content may be covered under scattered guide sections.*
+**Docs (related):**
+
+- `/guide/reporting/tracking-organization-activity.html`
+  - Sections: What's next
+- `/guide/reporting/view-record-activity.html`
+  - Sections: What is tracked on record activity?; Prerequisites; View record activity; Organization-wide Record Activity; Activity for a specific record; View individual field activity; Filter record activity; Organization-wide filters
+- `/guide/reporting/view-settings-activity.html`
+  - Sections: What is tracked on settings activity?; Prerequisites; View settings activity
+
+- *No direct help link in frontend; related docs inferred from keywords.*
 
 #### `/analytics` — sidebar.analytics
 
diff --git a/site/scripts/generate_chatbot_product_map.py b/site/scripts/generate_chatbot_product_map.py
index e1d6f51dd5..b0b7f9e959 100644
--- a/site/scripts/generate_chatbot_product_map.py
+++ b/site/scripts/generate_chatbot_product_map.py
@@ -110,6 +110,11 @@
     "profile": ["configuration/manage-your-profile", "configuration/personalizing-validmind"],
     "analytics": ["reporting", "monitoring"],
     "dashboard": ["configuration/customize-your-dashboard"],
+    "activity": [
+        "reporting/view-record-activity",
+        "reporting/view-settings-activity",
+        "reporting/tracking-organization-activity",
+    ],
 }
 
 
diff --git a/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd b/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd
index f3e5d03b11..bdb55a7b04 100644
--- a/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd
+++ b/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd
@@ -133,7 +133,7 @@ View settings activity
 
 1. In the left sidebar, click **{{< fa wifi >}} Activity**.
 2. Select the **Settings Activity** tab:
-  -  Click **{{< fa filter >}} Filter** to open the filter popover and select the **Event Type**s you want to filter by from the drop-down menu.
+  -  Click **{{< fa filter >}} Filter** to open the filter popover, then add rules for **Category**, **Action**, **Actor**, or **Target Type**.
   -  Click **{{< fa chevron-down >}} View Details** to reveal more details about the activity when the option is available on an entry.
 
 When you're done, click [{{< fa chevron-right >}}]() to continue.

From 125a0cf1089dac278f1d042e69c120b34bb0feef Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 12:34:59 -0400
Subject: [PATCH 54/59] docs: refine Settings Activity tracked categories
 wording [sc-17354]

Align overview and category filter copy with attestation governance events and clearer inventory/workflow wording.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../guide/reporting/_view-settings-activity-overview.qmd | 9 ++++-----
 site/guide/reporting/_view-settings-activity-steps.qmd   | 5 ++---
 2 files changed, 6 insertions(+), 8 deletions(-)

diff --git a/site/guide/reporting/_view-settings-activity-overview.qmd b/site/guide/reporting/_view-settings-activity-overview.qmd
index a8bda87b57..a9e5489d3d 100644
--- a/site/guide/reporting/_view-settings-activity-overview.qmd
+++ b/site/guide/reporting/_view-settings-activity-overview.qmd
@@ -6,12 +6,11 @@ The organization **{{< fa wifi >}} Activity** page shows a history of updates to
 
 - Organization settings, including management of business units, authentication configuration, email notifications, and general settings for documents
 - Management of groups and group membership, users and invitations, permissions and roles
-- Inventory record settings, including management of inventory record types, record stages, record fields, and custom fields
-- Artifact settings, including management of artifact types, severities, fields, and finding statuses
+- Inventory record settings, including management of inventory record types, stages, custom fields, and related stakeholder types
+- Artifact settings, including management of artifact types, severities, fields, and statuses
 - Document settings, including management of document types, templates, and library blocks
-- Governance settings, including management of regulations or policies and related assessments, as well as risk areas and validation guidelines
+- Governance settings, including management of regulations or policies and related assessments, risk areas and validation guidelines, and attestation templates and schedules
 - Risk tiering settings, including management of risk tier templates and risk assessments
-- Workflow settings, including workflow creations, publications, and deletions, as well as workflow states
+- Workflow settings, including workflow creations, updates, publications, and deletions, as well as workflow states
 - Integration settings, including integration setup and secret management
 - Webhook settings, including webhook secret management
-- Global charter settings, including charter creation, updates, moves, and deletions
diff --git a/site/guide/reporting/_view-settings-activity-steps.qmd b/site/guide/reporting/_view-settings-activity-steps.qmd
index f6853e1795..c7d46c1655 100644
--- a/site/guide/reporting/_view-settings-activity-steps.qmd
+++ b/site/guide/reporting/_view-settings-activity-steps.qmd
@@ -31,8 +31,7 @@ To review settings activity for your organization:
    - **Artifacts** — Creation of, updates to, and deletions of artifact types,^[[Manage artifact types](/guide/validation/manage-artifact-types.qmd)] severities,^[[Manage artifact severities](/guide/validation/manage-artifact-severities.qmd)] fields,^[[Manage artifact fields](/guide/validation/manage-artifact-fields.qmd)] and finding statuses.
    - **Business Units** — Business unit creation, updates, and deletions.^[[Set up your organization](/guide/configuration/set-up-your-organization.qmd#manage-business-units)]
    - **Documents** — Creation of, updates to, and deletions of document types,^[[Manage document types](/guide/templates/manage-document-types.qmd)] templates,^[[Manage document templates](/guide/templates/manage-document-templates.qmd)] and library blocks.^[[Manage text block library](/guide/templates/manage-text-block-library.qmd)]
-   - **Global Charters** — Global charter creation, updates, moves, and deletions.
-   - **Governance** — Creation of, updates to, and deletions of regulations or policies,^[[Customize {{< var validmind.checker >}}](/guide/templates/customize-document-checker.qmd)] as well as risk areas and validation guidelines.^[[Manage validation guidelines](/guide/validation/manage-validation-guidelines.qmd)]
+   - **Governance** — Creation of, updates to, and deletions of regulations or policies,^[[Customize {{< var validmind.checker >}}](/guide/templates/customize-document-checker.qmd)] risk areas and validation guidelines,^[[Manage validation guidelines](/guide/validation/manage-validation-guidelines.qmd)] and attestation templates and schedules^[[Manage attestations](/guide/attestation/manage-attestations.qmd)]
    - **Groups** — Group creation, updates, deletions, and group membership changes.^[[Manage groups](/guide/configuration/manage-groups.qmd)]
    - **Integration Connections** — Integration connection creation, update, and removal.^[[Managing integrations](/guide/integrations/managing-integrations.qmd)]
    - **Integration Secrets** — Integration secret creation, revocation, and deletion.
@@ -47,7 +46,7 @@ To review settings activity for your organization:
    - **Users** — User information updates and user invitations.^[[Manage users](/guide/configuration/manage-users.qmd)]
    - **Webhook Secrets** — Webhook secret creation, revocation, and deletion.^[[Manage secrets](/guide/integrations/manage-secrets.qmd#webhook-secrets)]
    - **Workflow States** — Workflow state creation, updates, and deletions.^[[Workflow states](/guide/workflows/workflow-states.qmd)]
-   - **Workflows** — Workflow creation, publications, and deletions.^[[Setting up workflows](/guide/workflows/setting-up-workflows.qmd)]
+   - **Workflows** — Workflow creation, updates, publications, and deletions.^[[Setting up workflows](/guide/workflows/setting-up-workflows.qmd)]
 
    ### View more details about specific activity
 

From d251b71caee4b2bc49d25ef87747f087dbb16e05 Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 16:28:03 -0400
Subject: [PATCH 55/59] docs: align MCP guide with current inventory tool
 surface [sc-17040]

Expand capabilities, fix filter claims, reconcile supported clients, and document limitations against the shipped ValidMind MCP server.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/about/glossary/mcp/_mcp-server.qmd       |  2 +-
 site/about/glossary/mcp/_mcp-tool.qmd         |  2 +-
 site/faq/faq-integrations.qmd                 |  2 +-
 site/guide/chatbot-capabilities.qmd           |  2 +-
 .../integrations/managing-integrations.qmd    |  2 +-
 .../mcp/connect-ai-assistants-via-mcp.qmd     | 66 ++++++++++++++-----
 6 files changed, 53 insertions(+), 23 deletions(-)

diff --git a/site/about/glossary/mcp/_mcp-server.qmd b/site/about/glossary/mcp/_mcp-server.qmd
index d758930933..0e829708c5 100644
--- a/site/about/glossary/mcp/_mcp-server.qmd
+++ b/site/about/glossary/mcp/_mcp-server.qmd
@@ -3,4 +3,4 @@ Refer to the LICENSE file in the root of this repository for details.
 SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 
 MCP server
-: A service that exposes tools and resources to AI assistants via the MCP protocol. The {{< var vm.product >}} MCP server provides access to model inventory operations.
+: A service that exposes tools and resources to AI assistants via the MCP protocol. The {{< var vm.product >}} MCP server provides access to inventory records, artifacts, templates, custom fields, and supporting schemas or lookups.
diff --git a/site/about/glossary/mcp/_mcp-tool.qmd b/site/about/glossary/mcp/_mcp-tool.qmd
index 739c6cd6e5..b13c8f61f3 100644
--- a/site/about/glossary/mcp/_mcp-tool.qmd
+++ b/site/about/glossary/mcp/_mcp-tool.qmd
@@ -3,4 +3,4 @@ Refer to the LICENSE file in the root of this repository for details.
 SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 
 MCP tool
-: An operation exposed by an MCP server that AI assistants can invoke to perform actions, such as querying models or updating artifacts.
+: An operation exposed by an MCP server that AI assistants can invoke to perform actions, such as listing records, creating findings, or updating templates.
diff --git a/site/faq/faq-integrations.qmd b/site/faq/faq-integrations.qmd
index d409a7f831..c42f4eb901 100644
--- a/site/faq/faq-integrations.qmd
+++ b/site/faq/faq-integrations.qmd
@@ -66,7 +66,7 @@ Supported connections include:[^10]
 - **Analytics and reporting** — Microsoft Power BI, plus scheduled data exports to cloud storage for use with external BI and reporting tools.[^18]
 - **Workflow automation** — HTTP requests from {{< var vm.product >}} to external services and webhooks from external systems into {{< var vm.product >}}.[^19]
 - **Testing and documentation** — {{< var validmind.developer >}} integrations with development platforms, including MLflow and AWS SageMaker.[^20]
-- **AI assistants** — Claude Desktop and Cursor IDE through the Model Context Protocol (MCP).[^21]
+- **AI assistants** — Claude Code and Cursor IDE through the Model Context Protocol (MCP).[^21]
 
 If your system isn't supported out-of-the-box, you can build a custom integration that implements the {{< var vm.product >}} reference API.[^22]
 
diff --git a/site/guide/chatbot-capabilities.qmd b/site/guide/chatbot-capabilities.qmd
index 70f663da79..8b6ee83401 100644
--- a/site/guide/chatbot-capabilities.qmd
+++ b/site/guide/chatbot-capabilities.qmd
@@ -47,7 +47,7 @@ Keep these limitations in mind when using the assistant:
 |---------|------------------|-----------------|
 | Access method | Floating chat window in platform | AI assistants (Cursor, Claude Code) |
 | Primary use | Product help and guidance | Inventory management |
-| Data access | Documentation + your current context | Your records (models), artifacts (findings), templates |
+| Data access | Documentation + your current context | Your records, artifacts (findings), templates, custom fields, and related schemas |
 | Actions | Read-only guidance | Create, read, update operations |
 
 The in-app assistant (described on this page) is focused on helping you use the platform. For programmatic access to your inventory, refer to [Connect AI assistants via MCP](/guide/mcp/connect-ai-assistants-via-mcp.qmd).
diff --git a/site/guide/integrations/managing-integrations.qmd b/site/guide/integrations/managing-integrations.qmd
index 741d4a8caf..f6d9afa21e 100644
--- a/site/guide/integrations/managing-integrations.qmd
+++ b/site/guide/integrations/managing-integrations.qmd
@@ -259,7 +259,7 @@ Connect AI assistants to {{< var vm.product >}} using the Model Context Protocol
 :::: {.flex .flex-wrap .justify-around}
 
 ::: {.w-33-ns}
-- Claude Desktop
+- Claude Code
 :::
 
 ::: {.w-33-ns}
diff --git a/site/guide/mcp/connect-ai-assistants-via-mcp.qmd b/site/guide/mcp/connect-ai-assistants-via-mcp.qmd
index 36c22559a5..a6f291babb 100644
--- a/site/guide/mcp/connect-ai-assistants-via-mcp.qmd
+++ b/site/guide/mcp/connect-ai-assistants-via-mcp.qmd
@@ -6,7 +6,7 @@ title: "Connect AI assistants via MCP"
 date: last-modified
 ---
 
-The {{< var vm.product >}} MCP (Model Context Protocol) server enables AI assistants to query and manage your inventory through natural language, providing seamless access to records (models), artifacts (findings), templates, and custom fields.
+The {{< var vm.product >}} MCP (Model Context Protocol) server enables AI assistants to query and manage your inventory through natural language. Assistants can work with records (models and other inventory types), artifacts (findings), templates, custom fields, and the supporting lookups needed to create and update those objects safely.
 
 ## Key concepts
 
@@ -30,21 +30,23 @@ graph LR
     end
     
     subgraph vm [ValidMind Platform]
-        Models[Models]
+        Records[Records]
         Artifacts[Artifacts]
         Templates[Templates]
-        CustomFields[Custom fields]
+        Fields[Custom fields]
+        Lookups[Schemas and lookups]
     end
     
     Claude --> MCPServer
     Cursor --> MCPServer
-    MCPServer --> Models
+    MCPServer --> Records
     MCPServer --> Artifacts
     MCPServer --> Templates
-    MCPServer --> CustomFields
+    MCPServer --> Fields
+    MCPServer --> Lookups
 ```
 
-Your AI assistant sends natural language queries through the MCP protocol. The {{< var vm.product >}} MCP server translates these into API calls, authenticates using your API key, and returns data from the {{< var validmind.platform >}}.
+Your AI assistant sends natural language queries through the MCP protocol. The {{< var vm.product >}} MCP server translates these into API calls, authenticates using your API credentials, and returns data from the {{< var validmind.platform >}}.
 
 ### What can I do with {{< var vm.product >}} MCP?
 
@@ -52,18 +54,23 @@ The MCP server exposes tools for working with your {{< var vm.product >}} invent
 
 ::: {.panel-tabset}
 
-#### Record and artifact operations
+#### Records and artifacts
 
-- List and get records (models)
-- List and get artifacts (findings)
-- Filter by risk level, deployment region, or ownership
+- List, get, and summarize records across inventory record types
+- Create and update records
+- List, get, and summarize artifacts (currently findings)
+- Create and update findings linked to a record
+- Filter records by search text, tiering, status, use case, business unit, owners, developers, validators, and related flags
+- Filter artifacts by severity, status, assignee, risk area, due date, and related criteria
 
-#### Custom field operations
+#### Schemas and lookups
 
-- List custom fields for records and artifacts
-- Update custom field values
+- Discover primary record types, use cases, business units, groups, model stages, and organization users
+- Read core field schemas and artifact types
+- Discover custom field schemas for records and artifacts
+- Read and update custom field values on records and artifacts
 
-#### Template operations
+#### Templates
 
 - List available templates
 - Get template details
@@ -73,13 +80,23 @@ The MCP server exposes tools for working with your {{< var vm.product >}} invent
 :::
 
 ::: {.callout title="Example queries you can ask"}
-- "Show me all model-type records that are high risk"
+- "Show me all tier 1 model-type records"
 - "Find all the records I am an owner for"
-- "List my validation artifacts"
+- "Summarize findings by severity for this model"
+- "Register a new model-type record called Customer Churn"
+- "Create a finding on that record and assign it to me"
 - "What templates are available for credit risk models?"
 
 :::
 
+::: {.callout-note}
+## Current limitations
+
+- The MCP server covers inventory records, artifacts, templates, custom fields, and supporting schemas or lookups. It does not write documentation content or run ValidMind Library tests.
+- Artifact operations currently support the `finding` artifact type only.
+- Requests may be rate limited depending on your environment.
+:::
+
 ::: {.attn}
 
 ## Prerequisites
@@ -94,6 +111,14 @@ The MCP server exposes tools for working with your {{< var vm.product >}} invent
 
 ## Configure your AI assistant
 
+For {{< var vm.product >}} Cloud production, use:
+
+```text
+https://api.prod.validmind.ai/mcp
+```
+
+If your organization uses a different cloud host or a private deployment, use the MCP URL provided for your environment.
+
 ::: {.panel-tabset}
 
 ### Cursor IDE
@@ -164,9 +189,9 @@ The MCP server exposes tools for working with your {{< var vm.product >}} invent
 
 ### Connection refused or timeout errors
 
-- Verify your network can reach `api.prod.validmind.ai`.
+- Verify your network can reach `api.prod.validmind.ai` (or your environment's MCP host).
 - Check if your organization uses a firewall or proxy that blocks MCP connections.
-- Ensure you are using the correct MCP URL for your environment.
+- Ensure you are using the correct MCP URL for your environment. For {{< var vm.product >}} Cloud production, use `https://api.prod.validmind.ai/mcp`.
 
 ### Authentication errors (401 or 403)
 
@@ -181,6 +206,11 @@ The MCP server exposes tools for working with your {{< var vm.product >}} invent
 - Reload Cursor after making configuration changes.
 - Check **Cursor Settings > MCP** to verify the server appears and is enabled. You may need to manually toggle the server on after adding it to the configuration.
 
+### Rate limiting or unexpected denials
+
+- If requests fail intermittently under heavy use, wait briefly and retry.
+- Confirm your credentials still have access to the records, artifacts, or templates you are requesting.
+
 :::
 
 <!-- FOOTNOTES -->

From e3a2ed362d1c717943f63c2d1c64a81b9e02fc6b Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 16:59:39 -0400
Subject: [PATCH 56/59] docs: surface in-app assistant page under Integrations
 [sc-17040]

Rename Chatbot capabilities, enable search, and add it beside the MCP guide in the Guides sidebar.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 AGENTS.md                           | 2 +-
 site/guide/_sidebar.yaml            | 1 +
 site/guide/chatbot-capabilities.qmd | 3 +--
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/AGENTS.md b/AGENTS.md
index ea895c86c1..c31b2cdeab 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -28,7 +28,7 @@ This page explains:
 
 If you are an AI agent embedded in ValidMind, your capabilities are documented here:
 
-**[Chatbot capabilities](https://docs.validmind.ai/guide/chatbot-capabilities.html)**
+**[ValidMind in-app assistant](https://docs.validmind.ai/guide/chatbot-capabilities.html)**
 
 This page describes what the assistant can and cannot do, including context-aware features and current limitations.
 
diff --git a/site/guide/_sidebar.yaml b/site/guide/_sidebar.yaml
index 98a9483bd2..f4117d20dc 100644
--- a/site/guide/_sidebar.yaml
+++ b/site/guide/_sidebar.yaml
@@ -51,6 +51,7 @@ website:
                 - guide/integrations/implement-custom-integrations.qmd
                 - guide/integrations/link-external-records.qmd
                 - guide/mcp/connect-ai-assistants-via-mcp.qmd
+                - guide/chatbot-capabilities.qmd
                 - guide/integrations/configure-data-exports.qmd
                 - file: guide/integrations/integrations-examples.qmd
                   contents:
diff --git a/site/guide/chatbot-capabilities.qmd b/site/guide/chatbot-capabilities.qmd
index 8b6ee83401..e49d7ef793 100644
--- a/site/guide/chatbot-capabilities.qmd
+++ b/site/guide/chatbot-capabilities.qmd
@@ -2,9 +2,8 @@
 # Copyright © 2023-2026 ValidMind Inc. All rights reserved.
 # Refer to the LICENSE file in the root of this repository for details.
 # SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
-title: "Chatbot capabilities"
+title: "ValidMind in-app assistant"
 date: last-modified
-search: false
 ---
 
 The {{< var vm.product >}} in-app assistant helps you navigate the platform and find answers to product questions. This page describes what the assistant can and cannot do.

From 1738218ba296dc939293769075afd03d8c35ef30 Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 19:24:43 -0400
Subject: [PATCH 57/59] docs: document ValidMind Library OIDC device-flow auth
 [sc-17043]

Add a dedicated OIDC setup guide and point install, credentials, troubleshooting, and quickstarts at the alternate path shipped in library 2.13+.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 site/developer/_sidebar.yaml                  |   4 +
 .../authenticate-with-oidc-device-flow.qmd    | 152 ++++++++++++++++++
 ...stall-and-initialize-validmind-library.qmd |   9 +-
 .../store-credentials-in-env-file.qmd         |  26 ++-
 site/developer/validmind-library.qmd          |   2 +
 .../common-steps/_get-your-code-snippet.qmd   |   2 +-
 site/guide/monitoring/enable-monitoring.qmd   |   2 +-
 site/support/troubleshooting.qmd              |  18 +++
 8 files changed, 211 insertions(+), 4 deletions(-)
 create mode 100644 site/developer/quickstart/authenticate-with-oidc-device-flow.qmd

diff --git a/site/developer/_sidebar.yaml b/site/developer/_sidebar.yaml
index 399bd86069..72307efb83 100644
--- a/site/developer/_sidebar.yaml
+++ b/site/developer/_sidebar.yaml
@@ -15,11 +15,15 @@ website:
         - text: "Quickstart"
         - notebooks/quickstart/quickstart_documentation.ipynb
         - notebooks/quickstart/quickstart_validation.ipynb
+        - text: "Quickstart (OIDC device flow)"
+          file: notebooks/quickstart/quickstart_model_documentation_oidc_device_flow.ipynb
         # USING THE VARIABLE IN THE LINK TEXT MESSES UP THE MOBILE VIEW & BREADCRUMB
         - section: "Install and initialize ValidMind"
           contents:
             - text: "Install and initialize the library"
               file: developer/quickstart/install-and-initialize-validmind-library.qmd
+            - text: "Authenticate with OIDC device flow"
+              file: developer/quickstart/authenticate-with-oidc-device-flow.qmd
             - text: "Install and initialize the library for R"
               file: developer/quickstart/install-and-initialize-validmind-for-r.qmd
             - text: "Use an HTTP proxy with the library"
diff --git a/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd b/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd
new file mode 100644
index 0000000000..8725c6defd
--- /dev/null
+++ b/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd
@@ -0,0 +1,152 @@
+---
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+title: "Authenticate with OIDC device flow"
+date: last-modified
+listing:
+  - id: whats-next
+    type: grid
+    max-description-length: 250
+    sort: false
+    fields: [title, description]
+    grid-columns: 2
+    contents:
+    - store-credentials-in-env-file.qmd
+    - ../../notebooks/quickstart/quickstart_model_documentation_oidc_device_flow.ipynb
+---
+
+Authenticate the {{< var validmind.developer >}} with your organization's identity provider using the OAuth 2.0 / OIDC **device authorization flow** ([RFC 8628](https://datatracker.ietf.org/doc/html/rfc8628)), instead of long-lived API keys.
+
+When OIDC is enabled for your organization, `vm.init()` opens a browser sign-in flow (verification URL and user code), then uses a bearer access token for ValidMind API calls. Cached tokens are reused and refreshed when possible.
+
+::: {.attn}
+
+## Prerequisites
+
+- [x] {{< var link.login >}}
+- [x] Your organization has OIDC library connectivity enabled.[^1]
+- [x] You have {{< var validmind.developer >}} version **2.13** or later.[^2]
+- [x] The record you want to connect to is registered in the inventory.[^3]
+- [x] The document you want to connect to has a template applied.[^4]
+
+:::
+
+## When should I use OIDC?
+
+Use the device flow when your organization prefers interactive IdP sign-in over API keys — for example, notebook or local CLI work under SSO policies.
+
+::: {.callout-note}
+## API keys and OIDC are mutually exclusive
+
+Pass **either** `api_key` and `api_secret` **or** `issuer` and `client_id` (via arguments or environment variables). Mixing both raises an authentication error.
+
+:::
+
+::: {.callout}
+## Current scope
+
+- Supported for the **Python** {{< var validmind.developer >}} via `vm.init()`.
+- Device authorization flow only. Redirect-based OAuth and client-credentials (machine-to-machine) grants are not supported by the library.
+- Availability depends on your organization's library connectivity settings. If Getting Started only shows an API key snippet, use [Install and initialize the {{< var validmind.developer >}}](install-and-initialize-validmind-library.qmd).
+
+:::
+
+## Authenticate with OIDC
+
+### 1. Get your OIDC code snippet
+
+When your organization allows device-flow connectivity, the {{< var validmind.platform >}} can show an OIDC snippet on the record **Getting Started** page:
+
+1. In the left sidebar, click **{{< fa cubes >}} Inventory**.
+
+2. Select a record by clicking on it or find your record by applying a filter or searching for it.[^5]
+
+3. In the left sidebar that appears for your record, click **{{< fa rocket >}} Getting Started**.
+
+4. Select the **Document** you want to automatically upload test results to.[^6]
+
+5. Under the OIDC connectivity section, click **{{< fa regular copy >}} Copy snippet to clipboard**.
+
+::: {.callout}
+If you see a message asking you to contact an administrator to set OIDC connectivity, your organization allows OIDC but the device-flow client settings are not configured yet. Ask your ValidMind administrator to complete that setup.
+
+:::
+
+### 2. Initialize the {{< var validmind.developer >}}
+
+Paste the snippet into your notebook or script. A typical OIDC `vm.init()` looks like this:
+
+```python
+import validmind as vm
+
+vm.init(
+    api_host="{{< var api.host >}}/tracking",
+    issuer="https://login.microsoftonline.com/<tenant-id>/v2.0",
+    client_id="<oauth-public-client-id>",
+    audience="<api-audience-or-resource>",  # often required
+    document="document-key",  # requires library >=2.12.0
+    model="MODEL_IDENTIFIER",
+)
+```
+
+| Argument | Environment variable | Description |
+|----------|----------------------|-------------|
+| `issuer` | `VM_OIDC_ISSUER` | OpenID Provider issuer URL used for discovery |
+| `client_id` | `VM_OIDC_CLIENT_ID` | Public OAuth client ID registered for device flow |
+| `audience` | `VM_OIDC_AUDIENCE` | API audience / resource identifier (often required so tokens are accepted by ValidMind) |
+| `scope` | `VM_OIDC_SCOPE` | Optional. Defaults to `openid profile email offline_access` |
+| `api_host` | `VM_API_HOST` | Location of the {{< var vm.product >}} tracking API |
+| `model` | `VM_API_MODEL` | Record identifier |
+| `document` | — | Document to receive uploaded test results |
+
+When you run the cell, the library may print a **verification URL** and **user code**. Open the URL, enter the code, and complete sign-in with your identity provider. The notebook or script waits until authorization finishes.
+
+::: {.callout}
+To also enable monitoring, add `monitoring=True` to `vm.init()`.[^7]
+:::
+
+### 3. (Optional) Store OIDC settings in an `.env` file
+
+You can keep OIDC settings out of source code the same way you store API credentials:[^8]
+
+```bash
+VM_API_HOST=https://api.prod.validmind.ai/api/v1/tracking
+VM_OIDC_ISSUER=https://login.microsoftonline.com/<tenant-id>/v2.0
+VM_OIDC_CLIENT_ID=<oauth-public-client-id>
+VM_OIDC_AUDIENCE=<api-audience-or-resource>
+VM_API_MODEL=<model>
+```
+
+Then call `vm.init()` with only the values that should stay in the notebook, such as `document=` or `monitoring=True`.
+
+## What happens after you sign in?
+
+1. The library discovers your IdP from `{issuer}/.well-known/openid-configuration`.
+2. It starts the device authorization flow and waits for you to complete browser sign-in.
+3. Access (and refresh, when issued) tokens are cached under `~/.validmind/credentials.json`.
+4. Later `vm.init()` calls reuse or refresh cached tokens when possible.
+5. API requests use `Authorization: Bearer <access_token>` instead of API key headers.
+
+Treat the credentials file like other secrets on shared machines.
+
+## Try it in a notebook
+
+For a full documentation walkthrough that uses OIDC instead of API keys, see [Quickstart for model documentation (OIDC device flow)](/notebooks/quickstart/quickstart_model_documentation_oidc_device_flow.ipynb).
+
+## What's next
+
+:::{#whats-next}
+:::
+
+
+<!-- FOOTNOTES -->
+
+[^1]: Your ValidMind administrator configures library connectivity and the OIDC device-flow client for your organization.
+[^2]: [Upgrade the {{< var validmind.developer >}}](install-and-initialize-validmind-library.qmd#upgrade-validmind)
+[^3]: [Register records in the inventory](/guide/inventory/register-records-in-inventory.qmd)
+[^4]: [Working with templates](/guide/templates/working-with-document-templates.qmd)
+[^5]: [Working with the inventory](/guide/inventory/working-with-the-inventory.qmd#search-filter-and-sort-records)
+[^6]: [Managing documents](/guide/templates/managing-documents.qmd)
+[^7]: [Enable monitoring](/guide/monitoring/enable-monitoring.qmd)
+[^8]: [Store record credentials in `.env` files](store-credentials-in-env-file.qmd)
diff --git a/site/developer/quickstart/install-and-initialize-validmind-library.qmd b/site/developer/quickstart/install-and-initialize-validmind-library.qmd
index a09c2cf6d2..53ef22db27 100644
--- a/site/developer/quickstart/install-and-initialize-validmind-library.qmd
+++ b/site/developer/quickstart/install-and-initialize-validmind-library.qmd
@@ -17,8 +17,9 @@ listing:
     max-description-length: 250
     sort: false
     fields: [title, description]
-    grid-columns: 2
+    grid-columns: 3
     contents:
+    - authenticate-with-oidc-device-flow.qmd
     - store-credentials-in-env-file.qmd
     - ../how-to/testing-overview.qmd
 ---
@@ -107,6 +108,12 @@ vm.init(
 To also enable monitoring, add `monitoring=True` to the `vm.init` method in your code snippet. [^8]
 :::
 
+::: {.callout-note}
+## Prefer OAuth / OIDC instead of API keys?
+
+If your organization enables OIDC library connectivity, you can authenticate with the device authorization flow instead of `api_key` and `api_secret`. See [Authenticate with OIDC device flow](authenticate-with-oidc-device-flow.qmd).
+:::
+
 ::: {.feature}
 #### **Automate with {{< var vm.product >}}**
 
diff --git a/site/developer/quickstart/store-credentials-in-env-file.qmd b/site/developer/quickstart/store-credentials-in-env-file.qmd
index 44e85fb267..bee1fdd554 100644
--- a/site/developer/quickstart/store-credentials-in-env-file.qmd
+++ b/site/developer/quickstart/store-credentials-in-env-file.qmd
@@ -75,7 +75,13 @@ i. Create a new file in the same folder as your notebook and name it `.env`.
 
    This is a hidden file, so you may need to change your settings to view it.
 
-ii. Use the code snippet from your clipboard to build the credentials in your `.env` file in the following format:[^6]
+ii. Use the code snippet from your clipboard to build the credentials in your `.env` file.
+
+   ::: {.panel-tabset}
+
+   ### API key credentials
+
+   Format for API key authentication:[^6]
 
       ```yaml
       VM_API_HOST=<api_host>
@@ -84,6 +90,22 @@ ii. Use the code snippet from your clipboard to build the credentials in your `.
       VM_API_MODEL=<model>
       ```
 
+   ### OIDC credentials
+
+   Format for OIDC device-flow authentication:[^11]
+
+      ```yaml
+      VM_API_HOST=<api_host>
+      VM_OIDC_ISSUER=<issuer>
+      VM_OIDC_CLIENT_ID=<client_id>
+      VM_OIDC_AUDIENCE=<audience>
+      VM_API_MODEL=<model>
+      ```
+
+   Do not combine API key and OIDC variables for the same `vm.init()` call.
+
+   :::
+
 ::: {.callout}
 To define the document to connect the {{< var validmind.developer >}} to, or to enable monitoring, include these in your `vm.init()` snippet within your Jupyter Notebook.[^7]
 
@@ -198,3 +220,5 @@ c. Run the cell.
 [^9]: [Enable monitoring](/guide/monitoring/enable-monitoring.qmd)
 
 [^10]: [Install and initialize the {{< var validmind.developer >}}](/developer/quickstart/install-and-initialize-validmind-library.qmd#upgrade-validmind)
+
+[^11]: [Authenticate with OIDC device flow](/developer/quickstart/authenticate-with-oidc-device-flow.qmd)
diff --git a/site/developer/validmind-library.qmd b/site/developer/validmind-library.qmd
index e522a4772a..3ff75d309e 100644
--- a/site/developer/validmind-library.qmd
+++ b/site/developer/validmind-library.qmd
@@ -21,6 +21,8 @@ listing:
     contents:
     - ../notebooks/quickstart/quickstart_documentation.ipynb
     - ../notebooks/quickstart/quickstart_validation.ipynb
+    - ../notebooks/quickstart/quickstart_model_documentation_oidc_device_flow.ipynb
+    - quickstart/authenticate-with-oidc-device-flow.qmd
   - id: development
     type: grid
     grid-columns: 2
diff --git a/site/get-started/common-steps/_get-your-code-snippet.qmd b/site/get-started/common-steps/_get-your-code-snippet.qmd
index 335faf663d..301e371194 100644
--- a/site/get-started/common-steps/_get-your-code-snippet.qmd
+++ b/site/get-started/common-steps/_get-your-code-snippet.qmd
@@ -2,7 +2,7 @@
 Refer to the LICENSE file in the root of this repository for details.
 SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->
 
-Before we move on, let's also retrieve the unique *code snippet* for your model that enables you to connect your testing environment with the correct document in the {{< var validmind.platform >}}:
+Before we move on, let's also retrieve the unique *code snippet* for your model that enables you to connect your testing environment with the correct document in the {{< var validmind.platform >}}. Most organizations use an API key snippet; if your organization enables OIDC library connectivity, Getting Started can also show an OIDC device-flow snippet.^[[Authenticate with OIDC device flow](/developer/quickstart/authenticate-with-oidc-device-flow.qmd)]
 
 
 :::: {.content-visible unless-format="revealjs" when-meta="includes.developer"}
diff --git a/site/guide/monitoring/enable-monitoring.qmd b/site/guide/monitoring/enable-monitoring.qmd
index 0d2965d6f3..0874816e1a 100644
--- a/site/guide/monitoring/enable-monitoring.qmd
+++ b/site/guide/monitoring/enable-monitoring.qmd
@@ -6,7 +6,7 @@ title: "Enable monitoring"
 date: last-modified
 ---
 
-To start uploading ongoing monitoring results for a record (model) to {{< var vm.product >}}, enable monitoring in your code snippet within the {{< var validmind.platform >}} and then select a monitoring template. You can enable monitoring for both new and existing records.
+To start uploading ongoing monitoring results for a record (model) to {{< var vm.product >}}, enable monitoring in your code snippet within the {{< var validmind.platform >}} and then select a monitoring template. You can enable monitoring for both new and existing records. Add `monitoring=True` whether you authenticate with API keys or with [OIDC device flow](/developer/quickstart/authenticate-with-oidc-device-flow.qmd).
 
 ::: {.callout title="To try out monitoring, check out the code sample for ongoing monitoring."}
 [Quickstart for ongoing monitoring of models with {{< var vm.product >}} {{< fa hand-point-right >}}](/notebooks/use_cases/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb)
diff --git a/site/support/troubleshooting.qmd b/site/support/troubleshooting.qmd
index 443618c45e..26126a99c0 100644
--- a/site/support/troubleshooting.qmd
+++ b/site/support/troubleshooting.qmd
@@ -68,6 +68,24 @@ Make sure that you are using the correct initialization credentials for the reco
 
 Follow the steps in [Install and initialize the {{< var validmind.developer >}}](/developer/quickstart/install-and-initialize-validmind-library.qmd) for detailed instructions on how to integrate the {{< var vm.developer >}} and upload to the {{< var vm.platform >}}.
 
+If your organization uses OIDC instead of API keys, initialize with `issuer` and `client_id` (or the matching `VM_OIDC_*` environment variables). See [Authenticate with OIDC device flow](/developer/quickstart/authenticate-with-oidc-device-flow.qmd).
+
+## OIDC authentication errors when initializing the {{< var validmind.developer >}}
+
+### Issue
+
+When you run `vm.init()` with OIDC settings, sign-in fails, token refresh fails, or API calls return `401` / `403` after device authorization completes.
+
+### Fix
+
+- Confirm you are on {{< var validmind.developer >}} version **2.13** or later.
+- Pass **either** API key credentials **or** OIDC settings — not both.
+- Verify `issuer`, `client_id`, and (when required) `audience` match the values configured for your organization.
+- Complete the browser device-flow prompt when the library prints a verification URL and user code.
+- If tokens were previously cached for a different client or audience, remove or update `~/.validmind/credentials.json` and run `vm.init()` again.
+
+For setup details, see [Authenticate with OIDC device flow](/developer/quickstart/authenticate-with-oidc-device-flow.qmd).
+
 ## SSL verification errors when initializing the {{< var validmind.developer >}} {#ssl-verification-when-initializing-library} 
 
 ### Issue

From b1f5461eb155af8588b0d1f2acdd62a711cc396d Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 19:34:08 -0400
Subject: [PATCH 58/59] docs: document Public REST API OIDC bearer auth
 [sc-17043]

Confirm and document that the Public API accepts OIDC bearer tokens alongside API keys, and point the interactive OpenAPI page at the overview auth guidance.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../authenticate-with-oidc-device-flow.qmd    |  1 +
 site/reference/validmind-rest-api-vm.qmd      | 55 +++++++++++++++++--
 site/reference/vm-api.qmd                     |  8 +++
 3 files changed, 59 insertions(+), 5 deletions(-)

diff --git a/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd b/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd
index 8725c6defd..e1a879742b 100644
--- a/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd
+++ b/site/developer/quickstart/authenticate-with-oidc-device-flow.qmd
@@ -49,6 +49,7 @@ Pass **either** `api_key` and `api_secret` **or** `issuer` and `client_id` (via
 - Supported for the **Python** {{< var validmind.developer >}} via `vm.init()`.
 - Device authorization flow only. Redirect-based OAuth and client-credentials (machine-to-machine) grants are not supported by the library.
 - Availability depends on your organization's library connectivity settings. If Getting Started only shows an API key snippet, use [Install and initialize the {{< var validmind.developer >}}](install-and-initialize-validmind-library.qmd).
+- The **Public REST API** can also accept OIDC bearer tokens when enabled for your organization. See [Public REST API authentication](/reference/validmind-rest-api-vm.qmd#authentication).
 
 :::
 
diff --git a/site/reference/validmind-rest-api-vm.qmd b/site/reference/validmind-rest-api-vm.qmd
index 7c97cb7869..6da11fbdc5 100644
--- a/site/reference/validmind-rest-api-vm.qmd
+++ b/site/reference/validmind-rest-api-vm.qmd
@@ -38,14 +38,26 @@ This version of the API is **v1**, specified in the path (`/vm/api/v1`). Future
 
 ## Authentication
 
-### Required headers
+You can authenticate Public REST API requests with **API keys** or, when your organization enables it, an **OIDC bearer access token**.
 
-All API endpoints require authentication using two headers that must be included with every request:
+::: {.callout-note}
+## Availability of OIDC
+
+OIDC bearer auth for the Public REST API depends on your organization's API connectivity settings. If bearer requests return `403`, your organization may require API keys only — contact your ValidMind administrator.
+:::
+
+::: {.panel-tabset}
+
+### API key
+
+#### Required headers
+
+Include both headers with every request:
 
 - `x-api-key`: Your ValidMind API key
-- `x-api-secret`: Your ValidMind API secret 
+- `x-api-secret`: Your ValidMind API secret
 
-### Request example
+#### Request example
 
 To use this cURL example, replace `API_KEY` and `API_SECRET` with your own credentials:
 
@@ -56,7 +68,7 @@ curl -X GET "https://api.prod.validmind.ai/vm/api/v1/models" \
   -H 'x-api-secret: API_SECRET'
 ```
 
-### Get your API key and secret
+#### Get your API key and secret {#get-your-api-key-and-secret}
 
 1. In the left sidebar, click **{{< fa gear >}} Settings**. 
 
@@ -67,6 +79,39 @@ curl -X GET "https://api.prod.validmind.ai/vm/api/v1/models" \
    - Locate **API Key** and click **{{< fa clipboard >}} Copy to Clipboard**.
    - Locate **Secret Key** and click **{{< fa clipboard >}} Copy to Clipboard**.
 
+### OIDC bearer token
+
+#### Required headers
+
+Include an OIDC access token obtained from your organization's identity provider (for example via the OAuth 2.0 device authorization flow):
+
+- `Authorization: Bearer <access_token>`
+
+If your user belongs to **more than one** organization, also include:
+
+- `X-Organization-Id: <organization-cuid>`
+
+When you belong to exactly one organization, you can omit `X-Organization-Id` and the API uses that membership.
+
+::: {.callout}
+Do not send API key headers together with a bearer token for the same request. Use one authentication mode at a time.
+:::
+
+#### Request example
+
+```
+curl -X GET "https://api.prod.validmind.ai/vm/api/v1/models" \
+  -H 'accept: application/json' \
+  -H 'Authorization: Bearer ACCESS_TOKEN' \
+  -H 'X-Organization-Id: ORGANIZATION_CUID'
+```
+
+Replace `ACCESS_TOKEN` with a valid OIDC access token for your ValidMind deployment, and `ORGANIZATION_CUID` when you need to select an organization.
+
+For library sessions that use the same device-flow pattern in Python notebooks, see [Authenticate with OIDC device flow](/developer/quickstart/authenticate-with-oidc-device-flow.qmd). Public API callers obtain and refresh tokens with their IdP client, then pass the access token in the `Authorization` header as shown above.
+
+:::
+
 ## Data formats
 
 The APIs follows REST principles and uses JSON for both requests and responses.
diff --git a/site/reference/vm-api.qmd b/site/reference/vm-api.qmd
index e9e1cf0497..f118475ec5 100644
--- a/site/reference/vm-api.qmd
+++ b/site/reference/vm-api.qmd
@@ -18,6 +18,14 @@ bread-crumbs: false
 </style>
 ```
 
+::: {.callout-note}
+## Authentication in this reference
+
+The interactive OpenAPI explorer below is generated from the Public REST API schema and currently focuses on **API key** authentication (`x-api-key` / `x-api-secret`).
+
+The Public REST API also accepts **OIDC bearer tokens** (`Authorization: Bearer`) when your organization enables that connectivity mode. For headers, organization selection, and examples, see [Authentication](/reference/validmind-rest-api-vm.qmd#authentication) on the Public REST API overview.
+:::
+
 ::: {.column-screen}
 <script type="module" src="https://unpkg.com/rapidoc/dist/rapidoc-min.js"></script>
 

From a12478b882a28649ef151de76c5a35b2743c10d5 Mon Sep 17 00:00:00 2001
From: Emma Van Der Heide <emma.van.der.heide@validmind.ai>
Date: Thu, 30 Jul 2026 19:56:32 -0400
Subject: [PATCH 59/59] fix: avoid nested panel-tabset in credentials guide
 [sc-17043]

Quarto emitted fenced-div warnings during CI validate when an OIDC credentials tabset was nested inside the existing setup tabset.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../store-credentials-in-env-file.qmd         | 38 ++++++++-----------
 1 file changed, 15 insertions(+), 23 deletions(-)

diff --git a/site/developer/quickstart/store-credentials-in-env-file.qmd b/site/developer/quickstart/store-credentials-in-env-file.qmd
index bee1fdd554..59271f4dd6 100644
--- a/site/developer/quickstart/store-credentials-in-env-file.qmd
+++ b/site/developer/quickstart/store-credentials-in-env-file.qmd
@@ -77,35 +77,27 @@ i. Create a new file in the same folder as your notebook and name it `.env`.
 
 ii. Use the code snippet from your clipboard to build the credentials in your `.env` file.
 
-   ::: {.panel-tabset}
-
-   ### API key credentials
-
-   Format for API key authentication:[^6]
-
-      ```yaml
-      VM_API_HOST=<api_host>
-      VM_API_KEY=<api_key>
-      VM_API_SECRET=<api_secret>
-      VM_API_MODEL=<model>
-      ```
+   **API key credentials**[^6]
 
-   ### OIDC credentials
+   ```yaml
+   VM_API_HOST=<api_host>
+   VM_API_KEY=<api_key>
+   VM_API_SECRET=<api_secret>
+   VM_API_MODEL=<model>
+   ```
 
-   Format for OIDC device-flow authentication:[^11]
+   **OIDC credentials**[^11]
 
-      ```yaml
-      VM_API_HOST=<api_host>
-      VM_OIDC_ISSUER=<issuer>
-      VM_OIDC_CLIENT_ID=<client_id>
-      VM_OIDC_AUDIENCE=<audience>
-      VM_API_MODEL=<model>
-      ```
+   ```yaml
+   VM_API_HOST=<api_host>
+   VM_OIDC_ISSUER=<issuer>
+   VM_OIDC_CLIENT_ID=<client_id>
+   VM_OIDC_AUDIENCE=<audience>
+   VM_API_MODEL=<model>
+   ```
 
    Do not combine API key and OIDC variables for the same `vm.init()` call.
 
-   :::
-
 ::: {.callout}
 To define the document to connect the {{< var validmind.developer >}} to, or to enable monitoring, include these in your `vm.init()` snippet within your Jupyter Notebook.[^7]