diff --git a/internal/templates/concept.qmd b/internal/templates/concept.qmd
index 7ac5fa5c0c..915431a0ee 100644
--- a/internal/templates/concept.qmd
+++ b/internal/templates/concept.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "[Concept Title]"
date: last-modified
diff --git a/internal/templates/external-embed.qmd b/internal/templates/external-embed.qmd
index a2bb608eba..78b70cb518 100644
--- a/internal/templates/external-embed.qmd
+++ b/internal/templates/external-embed.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: ""
date: last-modified
diff --git a/internal/templates/mermaid-diagrams.qmd b/internal/templates/mermaid-diagrams.qmd
index 01540875b0..d74af291c1 100644
--- a/internal/templates/mermaid-diagrams.qmd
+++ b/internal/templates/mermaid-diagrams.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Example Mermaid Charts"
date: last-modified
diff --git a/internal/templates/reference.qmd b/internal/templates/reference.qmd
index c4e1b19401..d2c14c4667 100644
--- a/internal/templates/reference.qmd
+++ b/internal/templates/reference.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "[Reference Title]"
date: last-modified
diff --git a/internal/templates/single-source/_guides-vs-training.qmd b/internal/templates/single-source/_guides-vs-training.qmd
index f02ab6bc7a..b155667e0e 100644
--- a/internal/templates/single-source/_guides-vs-training.qmd
+++ b/internal/templates/single-source/_guides-vs-training.qmd
@@ -1,5 +1,5 @@
diff --git a/internal/templates/single-source/_metadata-level-conditional.qmd b/internal/templates/single-source/_metadata-level-conditional.qmd
index ff4891ebfb..d50bd885b3 100644
--- a/internal/templates/single-source/_metadata-level-conditional.qmd
+++ b/internal/templates/single-source/_metadata-level-conditional.qmd
@@ -1,5 +1,5 @@
diff --git a/internal/templates/tachyons-flexbox.qmd b/internal/templates/tachyons-flexbox.qmd
index 470c3b6eb8..216cae7e39 100644
--- a/internal/templates/tachyons-flexbox.qmd
+++ b/internal/templates/tachyons-flexbox.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Tachyons Flexbox"
subtitle: "Template"
diff --git a/internal/templates/task.qmd b/internal/templates/task.qmd
index 655bf6aa31..ba2abede56 100644
--- a/internal/templates/task.qmd
+++ b/internal/templates/task.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Task Title"
date: last-modified
diff --git a/internal/templates/videos/_revealjs_navigation.qmd b/internal/templates/videos/_revealjs_navigation.qmd
index b0311e62e6..c1920a2f5f 100644
--- a/internal/templates/videos/_revealjs_navigation.qmd
+++ b/internal/templates/videos/_revealjs_navigation.qmd
@@ -1,5 +1,5 @@
:::: {.tc .mt5 .f3 .ba .bg-black-10 .b--black-10 .bw1 .br3 .near-black}
diff --git a/internal/templates/videos/example.qmd b/internal/templates/videos/example.qmd
index b039a440db..d1b98d7b21 100644
--- a/internal/templates/videos/example.qmd
+++ b/internal/templates/videos/example.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Tachyons quarto filter"
self-contained: true
diff --git a/internal/templates/videos/index.qmd b/internal/templates/videos/index.qmd
index 8be40b9b20..47d20c23a3 100644
--- a/internal/templates/videos/index.qmd
+++ b/internal/templates/videos/index.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Video Intros & Outros"
subtitle: "_Need an intro slide for a video? Simply add another page to this presentation and start your video recording with that. (Same for outros.)_"
diff --git a/internal/templates/yearly-releases.qmd b/internal/templates/yearly-releases.qmd
index e8e4e5d25f..e2ab3a0ac7 100644
--- a/internal/templates/yearly-releases.qmd
+++ b/internal/templates/yearly-releases.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# TITLE-MARKER
title: "0000 Releases"
diff --git a/internal/testing/buttons.qmd b/internal/testing/buttons.qmd
index 9133226207..8be5c2c979 100644
--- a/internal/testing/buttons.qmd
+++ b/internal/testing/buttons.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Tachyons buttons"
subtitle: "Testing page"
diff --git a/internal/testing/css-grid/css-grid.qmd b/internal/testing/css-grid/css-grid.qmd
index 074bbf9076..013a2eff1a 100644
--- a/internal/testing/css-grid/css-grid.qmd
+++ b/internal/testing/css-grid/css-grid.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "CSS Grid"
subtitle: "Testing page"
diff --git a/internal/testing/css-grid/tachyons-grid.qmd b/internal/testing/css-grid/tachyons-grid.qmd
index 372b96e2ec..0f09351dfa 100644
--- a/internal/testing/css-grid/tachyons-grid.qmd
+++ b/internal/testing/css-grid/tachyons-grid.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Tachyons Grid"
subtitle: "Testing page"
diff --git a/internal/testing/footnotes/footnotes.qmd b/internal/testing/footnotes/footnotes.qmd
index d76d442b41..245657b181 100644
--- a/internal/testing/footnotes/footnotes.qmd
+++ b/internal/testing/footnotes/footnotes.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Footnotes"
subtitle: "Example styling"
diff --git a/internal/testing/footnotes/hover-only.qmd b/internal/testing/footnotes/hover-only.qmd
index 698a4f2f8c..63039bd615 100644
--- a/internal/testing/footnotes/hover-only.qmd
+++ b/internal/testing/footnotes/hover-only.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Hover only"
subtitle: "Footnotes"
diff --git a/internal/testing/footnotes/margin-hover.qmd b/internal/testing/footnotes/margin-hover.qmd
index e068273dd6..0eb9b93169 100644
--- a/internal/testing/footnotes/margin-hover.qmd
+++ b/internal/testing/footnotes/margin-hover.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Margin & hover"
subtitle: "Footnotes"
diff --git a/internal/testing/footnotes/margin-only.qmd b/internal/testing/footnotes/margin-only.qmd
index a9724a5b2e..5e8eb59942 100644
--- a/internal/testing/footnotes/margin-only.qmd
+++ b/internal/testing/footnotes/margin-only.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Margin only"
subtitle: "Footnotes"
diff --git a/internal/testing/footnotes/text-notes.qmd b/internal/testing/footnotes/text-notes.qmd
index 3fe391a068..f59b2cda54 100644
--- a/internal/testing/footnotes/text-notes.qmd
+++ b/internal/testing/footnotes/text-notes.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Text only, no numbering"
subtitle: "Margin & hover"
diff --git a/internal/testing/lightbox.qmd b/internal/testing/lightbox.qmd
index 449f91da2f..4144e62606 100644
--- a/internal/testing/lightbox.qmd
+++ b/internal/testing/lightbox.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Lightbox gallery"
lightbox: true
diff --git a/internal/testing/single-sourcing/_source-file.qmd b/internal/testing/single-sourcing/_source-file.qmd
index f8e229eee8..36c04e52ba 100644
--- a/internal/testing/single-sourcing/_source-file.qmd
+++ b/internal/testing/single-sourcing/_source-file.qmd
@@ -1,5 +1,5 @@
## Create the source file
diff --git a/internal/testing/single-sourcing/destination-file.qmd b/internal/testing/single-sourcing/destination-file.qmd
index 95d3c77255..c6fdba5aeb 100644
--- a/internal/testing/single-sourcing/destination-file.qmd
+++ b/internal/testing/single-sourcing/destination-file.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Single-sourcing instructions"
subtitle: "Destination file"
diff --git a/internal/testing/variables/variables.qmd b/internal/testing/variables/variables.qmd
index ceb3fa64de..4f2d98c02d 100644
--- a/internal/testing/variables/variables.qmd
+++ b/internal/testing/variables/variables.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Product variables"
subtitle: "Rendered examples"
diff --git a/site/404.qmd b/site/404.qmd
index 0c7f133d3c..ab6172d7ea 100644
--- a/site/404.qmd
+++ b/site/404.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "inValidPage (404)"
html:
diff --git a/site/_drafts.yaml b/site/_drafts.yaml
index 244b8f694d..13b3ca0ea0 100644
--- a/site/_drafts.yaml
+++ b/site/_drafts.yaml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# PURPOSE: CENTRALIZE PAGES EXCLUDED FROM PUBLISHED WEBSITE
diff --git a/site/_quarto-development.yml b/site/_quarto-development.yml
index 2e9dcb42bd..1f06c65a57 100644
--- a/site/_quarto-development.yml
+++ b/site/_quarto-development.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# Log in menu used in _quarto-development.yml, _quarto-staging.yml, and _quarto-production.yml
diff --git a/site/_quarto-docker.yml b/site/_quarto-docker.yml
index e9770ec438..b60b2b4b88 100644
--- a/site/_quarto-docker.yml
+++ b/site/_quarto-docker.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# Quarto docker profile configuration
diff --git a/site/_quarto-exe-demo.yml b/site/_quarto-exe-demo.yml
index d86423c6a0..6dfe892e67 100644
--- a/site/_quarto-exe-demo.yml
+++ b/site/_quarto-exe-demo.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/_quarto-exe-prod.yml b/site/_quarto-exe-prod.yml
index d9e59b7bfc..f369b02e19 100644
--- a/site/_quarto-exe-prod.yml
+++ b/site/_quarto-exe-prod.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/_quarto-exe-staging.yml b/site/_quarto-exe-staging.yml
index 1d562fe8e8..951d3dfa6b 100644
--- a/site/_quarto-exe-staging.yml
+++ b/site/_quarto-exe-staging.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/_quarto-production.yml b/site/_quarto-production.yml
index dc7a4146a6..754d491141 100644
--- a/site/_quarto-production.yml
+++ b/site/_quarto-production.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
website:
diff --git a/site/_quarto-staging.yml b/site/_quarto-staging.yml
index e4dc2ac38a..8c0be5a144 100644
--- a/site/_quarto-staging.yml
+++ b/site/_quarto-staging.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
website:
diff --git a/site/_quarto.yml b/site/_quarto.yml
index c5056ad3f5..fccac83b4f 100644
--- a/site/_quarto.yml
+++ b/site/_quarto.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
project:
diff --git a/site/_variables.yml b/site/_variables.yml
index ab5c54f001..260325682b 100644
--- a/site/_variables.yml
+++ b/site/_variables.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# VARIABLE NAMING CONVENTIONS:
diff --git a/site/about/contributing/style-guide/conventions.qmd b/site/about/contributing/style-guide/conventions.qmd
index b85a8a17ed..543aea66ee 100644
--- a/site/about/contributing/style-guide/conventions.qmd
+++ b/site/about/contributing/style-guide/conventions.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Conventions"
date: last-modified
diff --git a/site/about/contributing/style-guide/style-guide.qmd b/site/about/contributing/style-guide/style-guide.qmd
index 16a7bd2ed3..a141f5d965 100644
--- a/site/about/contributing/style-guide/style-guide.qmd
+++ b/site/about/contributing/style-guide/style-guide.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "ValidMind style guide"
diff --git a/site/about/contributing/style-guide/voice-and-tone.qmd b/site/about/contributing/style-guide/voice-and-tone.qmd
index 2234b40148..60b20dcbd4 100644
--- a/site/about/contributing/style-guide/voice-and-tone.qmd
+++ b/site/about/contributing/style-guide/voice-and-tone.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Voice and tone"
date: last-modified
diff --git a/site/about/contributing/validmind-community.qmd b/site/about/contributing/validmind-community.qmd
index 9a6a95ce2d..bc0996e66b 100644
--- a/site/about/contributing/validmind-community.qmd
+++ b/site/about/contributing/validmind-community.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "{{< var vm.product >}} community"
date: last-modified
diff --git a/site/about/deployment/_deployment-available-options.qmd b/site/about/deployment/_deployment-available-options.qmd
index 5c80d3a013..bb686fc7f0 100644
--- a/site/about/deployment/_deployment-available-options.qmd
+++ b/site/about/deployment/_deployment-available-options.qmd
@@ -1,5 +1,5 @@
Our deployment options provide a balance of control and cost-efficiency while integrating seamlessly with your infrastructure. For added flexibility, you can deploy on Amazon Web Services (AWS), Google Cloud Platform (GCP), or Microsoft Azure.
diff --git a/site/about/deployment/deployment-options.qmd b/site/about/deployment/deployment-options.qmd
index 4c74dc001c..9f09fb5321 100644
--- a/site/about/deployment/deployment-options.qmd
+++ b/site/about/deployment/deployment-options.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Deployment options"
date: last-modified
diff --git a/site/about/deployment/multi-tenant-cloud.qmd b/site/about/deployment/multi-tenant-cloud.qmd
index 2d8db06ceb..07f0e75226 100644
--- a/site/about/deployment/multi-tenant-cloud.qmd
+++ b/site/about/deployment/multi-tenant-cloud.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Multi-tenant cloud"
date: last-modified
diff --git a/site/about/deployment/system-access-requirements.qmd b/site/about/deployment/system-access-requirements.qmd
index 8c34ac7865..9e0275968d 100644
--- a/site/about/deployment/system-access-requirements.qmd
+++ b/site/about/deployment/system-access-requirements.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "System access requirements"
date: last-modified
diff --git a/site/about/deployment/virtual-private-validmind.qmd b/site/about/deployment/virtual-private-validmind.qmd
index 224998e359..26c7b52d8c 100644
--- a/site/about/deployment/virtual-private-validmind.qmd
+++ b/site/about/deployment/virtual-private-validmind.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "Virtual Private ValidMind (VPV)"
diff --git a/site/about/fine-print/data-privacy-policy.qmd b/site/about/fine-print/data-privacy-policy.qmd
index 588e431dae..734d2c7f6a 100644
--- a/site/about/fine-print/data-privacy-policy.qmd
+++ b/site/about/fine-print/data-privacy-policy.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Data privacy policy"
keywords: "data privacy, ai risk, model risk management, {{< var vm.product >}}"
diff --git a/site/about/fine-print/license-agreement.qmd b/site/about/fine-print/license-agreement.qmd
index d3e2e8b91d..9918040f6b 100644
--- a/site/about/fine-print/license-agreement.qmd
+++ b/site/about/fine-print/license-agreement.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "SOFTWARE LICENSE AGREEMENT"
date: last-modified
diff --git a/site/about/glossary/_ai.qmd b/site/about/glossary/_ai.qmd
index fac2026b1c..5ef7bba2ff 100644
--- a/site/about/glossary/_ai.qmd
+++ b/site/about/glossary/_ai.qmd
@@ -1,5 +1,5 @@
Refer to [IBM's series on artificial intelligence](https://www.ibm.com/think/artificial-intelligence) for more in-depth resources.
diff --git a/site/about/glossary/_attestation.qmd b/site/about/glossary/_attestation.qmd
index ec9bff6312..29d5ad8503 100644
--- a/site/about/glossary/_attestation.qmd
+++ b/site/about/glossary/_attestation.qmd
@@ -1,5 +1,5 @@
attestation
diff --git a/site/about/glossary/_developer-tools.qmd b/site/about/glossary/_developer-tools.qmd
index b230963620..0381ba6ff1 100644
--- a/site/about/glossary/_developer-tools.qmd
+++ b/site/about/glossary/_developer-tools.qmd
@@ -1,5 +1,5 @@
decorator, Python decorator
diff --git a/site/about/glossary/_integrations.qmd b/site/about/glossary/_integrations.qmd
index 5843f8ab99..91830aa419 100644
--- a/site/about/glossary/_integrations.qmd
+++ b/site/about/glossary/_integrations.qmd
@@ -1,5 +1,5 @@
#### Integrations
diff --git a/site/about/glossary/_model-documentation.qmd b/site/about/glossary/_model-documentation.qmd
index e6570fbd05..c5de5edd58 100644
--- a/site/about/glossary/_model-documentation.qmd
+++ b/site/about/glossary/_model-documentation.qmd
@@ -1,5 +1,5 @@
#### Models
diff --git a/site/about/glossary/_monitoring.qmd b/site/about/glossary/_monitoring.qmd
index 1fdc5ef4c9..e1146bb036 100644
--- a/site/about/glossary/_monitoring.qmd
+++ b/site/about/glossary/_monitoring.qmd
@@ -1,5 +1,5 @@
#### Model risk management
diff --git a/site/about/glossary/_validation-reports.qmd b/site/about/glossary/_validation-reports.qmd
index b29fdd70d8..d989ba5e19 100644
--- a/site/about/glossary/_validation-reports.qmd
+++ b/site/about/glossary/_validation-reports.qmd
@@ -1,5 +1,5 @@
#### {{< var vm.product >}} core features
diff --git a/site/about/glossary/_validmind.qmd b/site/about/glossary/_validmind.qmd
index 4ecbd20cde..fcba5f96cc 100644
--- a/site/about/glossary/_validmind.qmd
+++ b/site/about/glossary/_validmind.qmd
@@ -1,5 +1,5 @@
#### {{< var validmind.product >}}
diff --git a/site/about/glossary/glossary.qmd b/site/about/glossary/glossary.qmd
index a5c2055afb..7dc163ae7a 100644
--- a/site/about/glossary/glossary.qmd
+++ b/site/about/glossary/glossary.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Glossary"
date: last-modified
diff --git a/site/about/glossary/integrations/_connection.qmd b/site/about/glossary/integrations/_connection.qmd
index 357e478167..7080fd0801 100644
--- a/site/about/glossary/integrations/_connection.qmd
+++ b/site/about/glossary/integrations/_connection.qmd
@@ -1,5 +1,5 @@
connection
diff --git a/site/about/glossary/integrations/_http-request.qmd b/site/about/glossary/integrations/_http-request.qmd
index 4900041413..af44d81d66 100644
--- a/site/about/glossary/integrations/_http-request.qmd
+++ b/site/about/glossary/integrations/_http-request.qmd
@@ -1,5 +1,5 @@
HTTP request
diff --git a/site/about/glossary/integrations/_integration.qmd b/site/about/glossary/integrations/_integration.qmd
index 7e07c27308..5728b78486 100644
--- a/site/about/glossary/integrations/_integration.qmd
+++ b/site/about/glossary/integrations/_integration.qmd
@@ -1,5 +1,5 @@
integration
diff --git a/site/about/glossary/integrations/_secret.qmd b/site/about/glossary/integrations/_secret.qmd
index 6b2e8c2e6b..8c30197a58 100644
--- a/site/about/glossary/integrations/_secret.qmd
+++ b/site/about/glossary/integrations/_secret.qmd
@@ -1,5 +1,5 @@
secret
diff --git a/site/about/glossary/integrations/_webhook.qmd b/site/about/glossary/integrations/_webhook.qmd
index 66600b92b8..bbf19f0786 100644
--- a/site/about/glossary/integrations/_webhook.qmd
+++ b/site/about/glossary/integrations/_webhook.qmd
@@ -1,5 +1,5 @@
webhook
diff --git a/site/about/glossary/key_concepts/_docs.qmd b/site/about/glossary/key_concepts/_docs.qmd
index e637928c61..0ff2fa8d76 100644
--- a/site/about/glossary/key_concepts/_docs.qmd
+++ b/site/about/glossary/key_concepts/_docs.qmd
@@ -1,5 +1,5 @@
model documentation
diff --git a/site/about/glossary/key_concepts/_inputs.qmd b/site/about/glossary/key_concepts/_inputs.qmd
index c0ee68fb68..e4c579d282 100644
--- a/site/about/glossary/key_concepts/_inputs.qmd
+++ b/site/about/glossary/key_concepts/_inputs.qmd
@@ -1,5 +1,5 @@
inputs
diff --git a/site/about/glossary/key_concepts/_key-concepts.qmd b/site/about/glossary/key_concepts/_key-concepts.qmd
index fdc00706ce..4e2fe9c64d 100644
--- a/site/about/glossary/key_concepts/_key-concepts.qmd
+++ b/site/about/glossary/key_concepts/_key-concepts.qmd
@@ -1,5 +1,5 @@
metrics, custom metrics
diff --git a/site/about/glossary/key_concepts/_monitoring-template.qmd b/site/about/glossary/key_concepts/_monitoring-template.qmd
index 51bf583321..937090d7f2 100644
--- a/site/about/glossary/key_concepts/_monitoring-template.qmd
+++ b/site/about/glossary/key_concepts/_monitoring-template.qmd
@@ -1,5 +1,5 @@
monitoring template
diff --git a/site/about/glossary/key_concepts/_outputs.qmd b/site/about/glossary/key_concepts/_outputs.qmd
index f5c9f7baef..59fbe7506d 100644
--- a/site/about/glossary/key_concepts/_outputs.qmd
+++ b/site/about/glossary/key_concepts/_outputs.qmd
@@ -1,5 +1,5 @@
outputs
diff --git a/site/about/glossary/key_concepts/_parameters.qmd b/site/about/glossary/key_concepts/_parameters.qmd
index 5709876acf..66ff06d930 100644
--- a/site/about/glossary/key_concepts/_parameters.qmd
+++ b/site/about/glossary/key_concepts/_parameters.qmd
@@ -1,5 +1,5 @@
parameters
diff --git a/site/about/glossary/key_concepts/_report.qmd b/site/about/glossary/key_concepts/_report.qmd
index 1c15180f97..42157729e9 100644
--- a/site/about/glossary/key_concepts/_report.qmd
+++ b/site/about/glossary/key_concepts/_report.qmd
@@ -1,5 +1,5 @@
validation report
diff --git a/site/about/glossary/key_concepts/_template.qmd b/site/about/glossary/key_concepts/_template.qmd
index 2a72cb543e..658899002a 100644
--- a/site/about/glossary/key_concepts/_template.qmd
+++ b/site/about/glossary/key_concepts/_template.qmd
@@ -1,5 +1,5 @@
documentation template
diff --git a/site/about/glossary/key_concepts/_test-suite.qmd b/site/about/glossary/key_concepts/_test-suite.qmd
index afb7456a61..b1d2289365 100644
--- a/site/about/glossary/key_concepts/_test-suite.qmd
+++ b/site/about/glossary/key_concepts/_test-suite.qmd
@@ -1,5 +1,5 @@
test suite
diff --git a/site/about/glossary/key_concepts/_test.qmd b/site/about/glossary/key_concepts/_test.qmd
index 5e562d16fc..6708c16a77 100644
--- a/site/about/glossary/key_concepts/_test.qmd
+++ b/site/about/glossary/key_concepts/_test.qmd
@@ -1,5 +1,5 @@
test
diff --git a/site/about/glossary/model_documentation/_conceptual-soundness.qmd b/site/about/glossary/model_documentation/_conceptual-soundness.qmd
index e4f76177de..9138732ae8 100644
--- a/site/about/glossary/model_documentation/_conceptual-soundness.qmd
+++ b/site/about/glossary/model_documentation/_conceptual-soundness.qmd
@@ -1,5 +1,5 @@
conceptual soundness
diff --git a/site/about/glossary/model_documentation/_data-preparation.qmd b/site/about/glossary/model_documentation/_data-preparation.qmd
index b43669abe1..6a87f5962e 100644
--- a/site/about/glossary/model_documentation/_data-preparation.qmd
+++ b/site/about/glossary/model_documentation/_data-preparation.qmd
@@ -1,5 +1,5 @@
data preparation
diff --git a/site/about/glossary/model_documentation/_doc-intro.qmd b/site/about/glossary/model_documentation/_doc-intro.qmd
index 99e6a37c87..b64a31bf31 100644
--- a/site/about/glossary/model_documentation/_doc-intro.qmd
+++ b/site/about/glossary/model_documentation/_doc-intro.qmd
@@ -1,5 +1,5 @@
Each section of your model documentation should address critical aspects of the model’s lifecycle, from conceptualization and data preparation through development and ongoing management. This comprehensive documentation approach is essential for ensuring the model’s reliability, relevance, and compliance with business and regulatory standards.
\ No newline at end of file
diff --git a/site/about/glossary/model_documentation/_model-development.qmd b/site/about/glossary/model_documentation/_model-development.qmd
index 8f5e492b35..4e0996693f 100644
--- a/site/about/glossary/model_documentation/_model-development.qmd
+++ b/site/about/glossary/model_documentation/_model-development.qmd
@@ -1,5 +1,5 @@
model development
diff --git a/site/about/glossary/model_documentation/_monitoring-governance.qmd b/site/about/glossary/model_documentation/_monitoring-governance.qmd
index f47402ecc2..d1f1072f93 100644
--- a/site/about/glossary/model_documentation/_monitoring-governance.qmd
+++ b/site/about/glossary/model_documentation/_monitoring-governance.qmd
@@ -1,5 +1,5 @@
monitoring and governance
diff --git a/site/about/glossary/monitoring/_backtesting.qmd b/site/about/glossary/monitoring/_backtesting.qmd
index 9f8883b082..77a7e5cfe5 100644
--- a/site/about/glossary/monitoring/_backtesting.qmd
+++ b/site/about/glossary/monitoring/_backtesting.qmd
@@ -1,5 +1,5 @@
backtesting
diff --git a/site/about/glossary/monitoring/_compliance-and-regulatory-adherence.qmd b/site/about/glossary/monitoring/_compliance-and-regulatory-adherence.qmd
index e70d061019..2f1b50ff63 100644
--- a/site/about/glossary/monitoring/_compliance-and-regulatory-adherence.qmd
+++ b/site/about/glossary/monitoring/_compliance-and-regulatory-adherence.qmd
@@ -1,5 +1,5 @@
compliance and regulatory adherence
diff --git a/site/about/glossary/monitoring/_model-drift.qmd b/site/about/glossary/monitoring/_model-drift.qmd
index 0b6ff7d784..3023bc8ffc 100644
--- a/site/about/glossary/monitoring/_model-drift.qmd
+++ b/site/about/glossary/monitoring/_model-drift.qmd
@@ -1,5 +1,5 @@
model drift
diff --git a/site/about/glossary/monitoring/_model-performance.qmd b/site/about/glossary/monitoring/_model-performance.qmd
index 3a0c8a1e5e..90d343f912 100644
--- a/site/about/glossary/monitoring/_model-performance.qmd
+++ b/site/about/glossary/monitoring/_model-performance.qmd
@@ -1,5 +1,5 @@
model performance
diff --git a/site/about/glossary/monitoring/_ongoing-monitoring.qmd b/site/about/glossary/monitoring/_ongoing-monitoring.qmd
index 3edac2d9f4..96673a6b97 100644
--- a/site/about/glossary/monitoring/_ongoing-monitoring.qmd
+++ b/site/about/glossary/monitoring/_ongoing-monitoring.qmd
@@ -1,5 +1,5 @@
ongoing monitoring
diff --git a/site/about/glossary/monitoring/_recalibrating-models.qmd b/site/about/glossary/monitoring/_recalibrating-models.qmd
index 91afb3d8ae..252a8ac653 100644
--- a/site/about/glossary/monitoring/_recalibrating-models.qmd
+++ b/site/about/glossary/monitoring/_recalibrating-models.qmd
@@ -1,5 +1,5 @@
recalibrating models
diff --git a/site/about/glossary/monitoring/_reporting-and-governance.qmd b/site/about/glossary/monitoring/_reporting-and-governance.qmd
index 38bb3e617f..e0908f6ce2 100644
--- a/site/about/glossary/monitoring/_reporting-and-governance.qmd
+++ b/site/about/glossary/monitoring/_reporting-and-governance.qmd
@@ -1,5 +1,5 @@
reporting and governance
diff --git a/site/about/glossary/validation_reports/_actions.qmd b/site/about/glossary/validation_reports/_actions.qmd
index 033d187804..b32d0dd3d6 100644
--- a/site/about/glossary/validation_reports/_actions.qmd
+++ b/site/about/glossary/validation_reports/_actions.qmd
@@ -1,5 +1,5 @@
actions
diff --git a/site/about/glossary/validation_reports/_artifacts.qmd b/site/about/glossary/validation_reports/_artifacts.qmd
index 1d80cafaa3..d2e79be543 100644
--- a/site/about/glossary/validation_reports/_artifacts.qmd
+++ b/site/about/glossary/validation_reports/_artifacts.qmd
@@ -1,5 +1,5 @@
artifacts (findings)
diff --git a/site/about/glossary/validation_reports/_evidence.qmd b/site/about/glossary/validation_reports/_evidence.qmd
index f7c1525140..ab329b5867 100644
--- a/site/about/glossary/validation_reports/_evidence.qmd
+++ b/site/about/glossary/validation_reports/_evidence.qmd
@@ -1,5 +1,5 @@
evidence
diff --git a/site/about/glossary/validation_reports/_report-intro.qmd b/site/about/glossary/validation_reports/_report-intro.qmd
index 41b5592d5f..7033338d1b 100644
--- a/site/about/glossary/validation_reports/_report-intro.qmd
+++ b/site/about/glossary/validation_reports/_report-intro.qmd
@@ -1,5 +1,5 @@
A validation report is a comprehensive review that evaluates a model's accuracy, performance, and suitability for its intended purpose. It encompasses the process of model risk assessment, identifying areas of potential error or risk within the model's components, such as data inputs and algorithms. The report follows established validation guidelines to ensure consistency and adherence to internal and regulatory standards.
\ No newline at end of file
diff --git a/site/about/glossary/validation_reports/_review.qmd b/site/about/glossary/validation_reports/_review.qmd
index 4eb1e44ebd..e021109294 100644
--- a/site/about/glossary/validation_reports/_review.qmd
+++ b/site/about/glossary/validation_reports/_review.qmd
@@ -1,5 +1,5 @@
review
diff --git a/site/about/glossary/validation_reports/_risk-areas.qmd b/site/about/glossary/validation_reports/_risk-areas.qmd
index 527ab10d0f..597312db48 100644
--- a/site/about/glossary/validation_reports/_risk-areas.qmd
+++ b/site/about/glossary/validation_reports/_risk-areas.qmd
@@ -1,5 +1,5 @@
model risk areas
diff --git a/site/about/glossary/validation_reports/_risk-assessment.qmd b/site/about/glossary/validation_reports/_risk-assessment.qmd
index ab708ee899..11ab0598db 100644
--- a/site/about/glossary/validation_reports/_risk-assessment.qmd
+++ b/site/about/glossary/validation_reports/_risk-assessment.qmd
@@ -1,5 +1,5 @@
model risk assessment
diff --git a/site/about/glossary/validation_reports/_validation-guidelines.qmd b/site/about/glossary/validation_reports/_validation-guidelines.qmd
index eef89fb90e..3eb055e663 100644
--- a/site/about/glossary/validation_reports/_validation-guidelines.qmd
+++ b/site/about/glossary/validation_reports/_validation-guidelines.qmd
@@ -1,5 +1,5 @@
validation guidelines
diff --git a/site/about/library-and-platform.qmd b/site/about/library-and-platform.qmd
index b3cb2d6d4e..473d8f18d3 100644
--- a/site/about/library-and-platform.qmd
+++ b/site/about/library-and-platform.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "{{< var validmind.developer >}} and {{< var validmind.platform >}}"
date: last-modified
diff --git a/site/about/overview-llm-features.qmd b/site/about/overview-llm-features.qmd
index 678fca8e27..22f68d8c76 100644
--- a/site/about/overview-llm-features.qmd
+++ b/site/about/overview-llm-features.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Large language model features"
date: last-modified
diff --git a/site/about/overview-model-documentation.qmd b/site/about/overview-model-documentation.qmd
index 28dd64a686..17c56cb014 100644
--- a/site/about/overview-model-documentation.qmd
+++ b/site/about/overview-model-documentation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Automated model testing & documentation"
date: last-modified
diff --git a/site/about/overview-model-risk-management.qmd b/site/about/overview-model-risk-management.qmd
index 7f5b3d5edf..7cb371e8f6 100644
--- a/site/about/overview-model-risk-management.qmd
+++ b/site/about/overview-model-risk-management.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Model risk management"
date: last-modified
diff --git a/site/about/overview.qmd b/site/about/overview.qmd
index 56850266a5..54a938ad41 100644
--- a/site/about/overview.qmd
+++ b/site/about/overview.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "About {{< var vm.product >}}"
date: last-modified
diff --git a/site/about/use-cases/_use-case-summary.qmd b/site/about/use-cases/_use-case-summary.qmd
index 249ba3efc2..8b2385a29e 100644
--- a/site/about/use-cases/_use-case-summary.qmd
+++ b/site/about/use-cases/_use-case-summary.qmd
@@ -1,5 +1,5 @@
Follow this detailed, step-by-step guide which will:
diff --git a/site/about/use-cases/ai-governance.qmd b/site/about/use-cases/ai-governance.qmd
index d249c14676..439b61ead0 100644
--- a/site/about/use-cases/ai-governance.qmd
+++ b/site/about/use-cases/ai-governance.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "AI governance"
date: last-modified
diff --git a/site/about/use-cases/e-23.qmd b/site/about/use-cases/e-23.qmd
index 9adcdbbb89..93e06c3c63 100644
--- a/site/about/use-cases/e-23.qmd
+++ b/site/about/use-cases/e-23.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "E-23"
date: last-modified
diff --git a/site/about/use-cases/eu-ai-act.qmd b/site/about/use-cases/eu-ai-act.qmd
index 1296d0f2ad..af5607cda2 100644
--- a/site/about/use-cases/eu-ai-act.qmd
+++ b/site/about/use-cases/eu-ai-act.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "EU AI Act"
date: last-modified
diff --git a/site/about/use-cases/model-risk-management.qmd b/site/about/use-cases/model-risk-management.qmd
index 820a2c25a3..cae973dca0 100644
--- a/site/about/use-cases/model-risk-management.qmd
+++ b/site/about/use-cases/model-risk-management.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Model risk management"
date: last-modified
diff --git a/site/about/use-cases/sr-11-7.qmd b/site/about/use-cases/sr-11-7.qmd
index 3512bb2a68..c6f971561b 100644
--- a/site/about/use-cases/sr-11-7.qmd
+++ b/site/about/use-cases/sr-11-7.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "SR 11-7"
date: last-modified
diff --git a/site/about/use-cases/ss1-23.qmd b/site/about/use-cases/ss1-23.qmd
index 588ec4eb52..dff082011e 100644
--- a/site/about/use-cases/ss1-23.qmd
+++ b/site/about/use-cases/ss1-23.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "SS1/23"
date: last-modified
diff --git a/site/custom-validmind-docs.yaml b/site/custom-validmind-docs.yaml
index 8ac5b0d391..b793c4bafb 100644
--- a/site/custom-validmind-docs.yaml
+++ b/site/custom-validmind-docs.yaml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
apiVersion: v1
diff --git a/site/developer/_metadata.yml b/site/developer/_metadata.yml
index d753784c24..159dcf69a0 100644
--- a/site/developer/_metadata.yml
+++ b/site/developer/_metadata.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/developer/_sidebar.yaml b/site/developer/_sidebar.yaml
index efe81c1aa5..3cbeea5b45 100644
--- a/site/developer/_sidebar.yaml
+++ b/site/developer/_sidebar.yaml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
website:
diff --git a/site/developer/model-documentation/install-and-initialize-validmind-library.qmd b/site/developer/model-documentation/install-and-initialize-validmind-library.qmd
index 5f29f8b098..bd3ce6b84a 100644
--- a/site/developer/model-documentation/install-and-initialize-validmind-library.qmd
+++ b/site/developer/model-documentation/install-and-initialize-validmind-library.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "Install and initialize the ValidMind Library"
diff --git a/site/developer/model-documentation/store-credentials-in-env-file.qmd b/site/developer/model-documentation/store-credentials-in-env-file.qmd
index fab808a42f..a9a7c243fc 100644
--- a/site/developer/model-documentation/store-credentials-in-env-file.qmd
+++ b/site/developer/model-documentation/store-credentials-in-env-file.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Store model credentials in `.env` files"
date: last-modified
diff --git a/site/developer/model-testing/test-descriptions.qmd b/site/developer/model-testing/test-descriptions.qmd
index e074066dd3..4a248ee33d 100644
--- a/site/developer/model-testing/test-descriptions.qmd
+++ b/site/developer/model-testing/test-descriptions.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Test descriptions"
date: last-modified
diff --git a/site/developer/model-testing/test-sandbox.qmd b/site/developer/model-testing/test-sandbox.qmd
index 5996576b0b..4e842d5db3 100644
--- a/site/developer/model-testing/test-sandbox.qmd
+++ b/site/developer/model-testing/test-sandbox.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Test sandbox [beta]{.smallcaps}"
date: last-modified
diff --git a/site/developer/model-testing/testing-overview.qmd b/site/developer/model-testing/testing-overview.qmd
index 78a9e800fd..7e96e5bdef 100644
--- a/site/developer/model-testing/testing-overview.qmd
+++ b/site/developer/model-testing/testing-overview.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Run tests and test suites"
date: last-modified
diff --git a/site/developer/samples-jupyter-notebooks.qmd b/site/developer/samples-jupyter-notebooks.qmd
index 59f6e21962..7040dcc9ac 100644
--- a/site/developer/samples-jupyter-notebooks.qmd
+++ b/site/developer/samples-jupyter-notebooks.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Code samples"
date: last-modified
diff --git a/site/developer/supported-models.qmd b/site/developer/supported-models.qmd
index c41c109c17..76e961af43 100644
--- a/site/developer/supported-models.qmd
+++ b/site/developer/supported-models.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Supported models"
date: last-modified
diff --git a/site/developer/validmind-library.qmd b/site/developer/validmind-library.qmd
index 15541cec25..26d5a0c69b 100644
--- a/site/developer/validmind-library.qmd
+++ b/site/developer/validmind-library.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE MESSES UP THE SPACING ON THE PREVIEW TILE
title: "ValidMind Library"
diff --git a/site/faq/_faq-activity.qmd b/site/faq/_faq-activity.qmd
index 2a6b9c0307..3e62b57b02 100644
--- a/site/faq/_faq-activity.qmd
+++ b/site/faq/_faq-activity.qmd
@@ -1,5 +1,5 @@
## Is activity on models, documentation, etc. logged?
diff --git a/site/faq/_faq-attachments.qmd b/site/faq/_faq-attachments.qmd
index 13052f2388..6177946554 100644
--- a/site/faq/_faq-attachments.qmd
+++ b/site/faq/_faq-attachments.qmd
@@ -1,5 +1,5 @@
## Can we attach files to models, artifacts, or documentation?
diff --git a/site/faq/_faq-explainability.qmd b/site/faq/_faq-explainability.qmd
index 8292f68868..5d51af7799 100644
--- a/site/faq/_faq-explainability.qmd
+++ b/site/faq/_faq-explainability.qmd
@@ -1,5 +1,5 @@
## Do you include explainability-related testing and documentation?
diff --git a/site/faq/_faq-exporting.qmd b/site/faq/_faq-exporting.qmd
index 7b3b6d99a9..8113cdf761 100644
--- a/site/faq/_faq-exporting.qmd
+++ b/site/faq/_faq-exporting.qmd
@@ -1,5 +1,5 @@
## Can documentation be exported?
diff --git a/site/faq/_faq-images.qmd b/site/faq/_faq-images.qmd
index 49c12ae3d8..22b479f7b5 100644
--- a/site/faq/_faq-images.qmd
+++ b/site/faq/_faq-images.qmd
@@ -1,5 +1,5 @@
## Do you support including images in model documentation?
diff --git a/site/faq/_faq-model-updates.qmd b/site/faq/_faq-model-updates.qmd
index a4e97b8e00..a9a23c7325 100644
--- a/site/faq/_faq-model-updates.qmd
+++ b/site/faq/_faq-model-updates.qmd
@@ -1,5 +1,5 @@
## How does {{< var vm.product >}} manage updates to models?
diff --git a/site/faq/_faq-monitoring.qmd b/site/faq/_faq-monitoring.qmd
index 988068ef16..5468bd6338 100644
--- a/site/faq/_faq-monitoring.qmd
+++ b/site/faq/_faq-monitoring.qmd
@@ -1,5 +1,5 @@
## Does {{< var vm.product >}} support monitoring models after deployment?
diff --git a/site/faq/_faq-progress-model.qmd b/site/faq/_faq-progress-model.qmd
index 6163a30212..aebd3a98eb 100644
--- a/site/faq/_faq-progress-model.qmd
+++ b/site/faq/_faq-progress-model.qmd
@@ -1,5 +1,5 @@
## How do I progress a model along in its lifecycle within {{< var vm.product >}}?
diff --git a/site/faq/_faq-synthetic-datasets.qmd b/site/faq/_faq-synthetic-datasets.qmd
index 7c6b3cbc05..3851aa7635 100644
--- a/site/faq/_faq-synthetic-datasets.qmd
+++ b/site/faq/_faq-synthetic-datasets.qmd
@@ -1,5 +1,5 @@
## Does {{< var vm.product >}} support using synthetic datasets?
diff --git a/site/faq/_faq-tracking.qmd b/site/faq/_faq-tracking.qmd
index 9a9091cc1f..82ae4cc508 100644
--- a/site/faq/_faq-tracking.qmd
+++ b/site/faq/_faq-tracking.qmd
@@ -1,5 +1,5 @@
## Can I use {{< var vm.product >}} to track milestone dates?
diff --git a/site/faq/faq-collaboration.qmd b/site/faq/faq-collaboration.qmd
index ee9a621b0e..bcac6628ed 100644
--- a/site/faq/faq-collaboration.qmd
+++ b/site/faq/faq-collaboration.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Collaboration"
date: last-modified
diff --git a/site/faq/faq-documentation.qmd b/site/faq/faq-documentation.qmd
index 148fdd0068..31c2a12fa5 100644
--- a/site/faq/faq-documentation.qmd
+++ b/site/faq/faq-documentation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Model documentation and templates"
date: last-modified
diff --git a/site/faq/faq-integrations.qmd b/site/faq/faq-integrations.qmd
index a02a0b8d9d..b7c3b0c3bf 100644
--- a/site/faq/faq-integrations.qmd
+++ b/site/faq/faq-integrations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Integrations and support"
date: last-modified
diff --git a/site/faq/faq-inventory.qmd b/site/faq/faq-inventory.qmd
index 2ec03cf11e..68951833eb 100644
--- a/site/faq/faq-inventory.qmd
+++ b/site/faq/faq-inventory.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Model inventory and activity"
date: last-modified
diff --git a/site/faq/faq-organizations.qmd b/site/faq/faq-organizations.qmd
index 9f2f463592..4a6818d07f 100644
--- a/site/faq/faq-organizations.qmd
+++ b/site/faq/faq-organizations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Access and permissions"
date: last-modified
diff --git a/site/faq/faq-privacy.qmd b/site/faq/faq-privacy.qmd
index 3b311a7eb4..6b036a0907 100644
--- a/site/faq/faq-privacy.qmd
+++ b/site/faq/faq-privacy.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Data handling and privacy"
date: last-modified
diff --git a/site/faq/faq-reporting.qmd b/site/faq/faq-reporting.qmd
index f9ee82ec58..0b9abd046a 100644
--- a/site/faq/faq-reporting.qmd
+++ b/site/faq/faq-reporting.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Ongoing monitoring and reporting"
date: last-modified
diff --git a/site/faq/faq-testing.qmd b/site/faq/faq-testing.qmd
index 20cc2e2e79..6024603922 100644
--- a/site/faq/faq-testing.qmd
+++ b/site/faq/faq-testing.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Testing"
date: last-modified
diff --git a/site/faq/faq-validation.qmd b/site/faq/faq-validation.qmd
index f465de0c0a..120acc21ea 100644
--- a/site/faq/faq-validation.qmd
+++ b/site/faq/faq-validation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Model validation and artifacts"
date: last-modified
diff --git a/site/faq/faq-workflows.qmd b/site/faq/faq-workflows.qmd
index a597a0b8a0..58ce301c58 100644
--- a/site/faq/faq-workflows.qmd
+++ b/site/faq/faq-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Workflows"
date: last-modified
diff --git a/site/faq/faq.qmd b/site/faq/faq.qmd
index d82b2e0529..d57e278342 100644
--- a/site/faq/faq.qmd
+++ b/site/faq/faq.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "FAQ"
date: last-modified
diff --git a/site/get-started/_sidebar.yaml b/site/get-started/_sidebar.yaml
index 992e91f632..12e5b1ecb5 100644
--- a/site/get-started/_sidebar.yaml
+++ b/site/get-started/_sidebar.yaml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
website:
diff --git a/site/get-started/administrator/quickstart-administrator.qmd b/site/get-started/administrator/quickstart-administrator.qmd
index b61b6dd054..1ae3d3a692 100644
--- a/site/get-started/administrator/quickstart-administrator.qmd
+++ b/site/get-started/administrator/quickstart-administrator.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Quickstart — Setup & Administration"
subtitle: "10 minutes"
diff --git a/site/get-started/common-steps/_access-quickstart-notebook.qmd b/site/get-started/common-steps/_access-quickstart-notebook.qmd
index ec3648852f..cb41037e4c 100644
--- a/site/get-started/common-steps/_access-quickstart-notebook.qmd
+++ b/site/get-started/common-steps/_access-quickstart-notebook.qmd
@@ -1,5 +1,5 @@
### Access the quickstart notebook
diff --git a/site/get-started/common-steps/_before-you-begin.qmd b/site/get-started/common-steps/_before-you-begin.qmd
index 26d897d364..7392eec9b3 100644
--- a/site/get-started/common-steps/_before-you-begin.qmd
+++ b/site/get-started/common-steps/_before-you-begin.qmd
@@ -1,5 +1,5 @@
::: {.attn}
diff --git a/site/get-started/common-steps/_download-code-samples.qmd b/site/get-started/common-steps/_download-code-samples.qmd
index 83a377d91d..50bb4ee5e2 100644
--- a/site/get-started/common-steps/_download-code-samples.qmd
+++ b/site/get-started/common-steps/_download-code-samples.qmd
@@ -1,5 +1,5 @@
##### Option 2: Download the code samples
diff --git a/site/get-started/common-steps/_download-notebooks.qmd b/site/get-started/common-steps/_download-notebooks.qmd
index 95855aaec2..51d53279e9 100644
--- a/site/get-started/common-steps/_download-notebooks.qmd
+++ b/site/get-started/common-steps/_download-notebooks.qmd
@@ -1,5 +1,5 @@
##### Option 1: Clone the GitHub repository
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 daa306884e..e0bb0138e7 100644
--- a/site/get-started/common-steps/_get-your-code-snippet.qmd
+++ b/site/get-started/common-steps/_get-your-code-snippet.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs" when-meta="includes.developer"}
diff --git a/site/get-started/common-steps/_register-your-first-model.qmd b/site/get-started/common-steps/_register-your-first-model.qmd
index 334d0a13e5..97a73d0b10 100644
--- a/site/get-started/common-steps/_register-your-first-model.qmd
+++ b/site/get-started/common-steps/_register-your-first-model.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs" when-meta="includes.developer"}
diff --git a/site/get-started/common-steps/_run-quickstart-notebook.qmd b/site/get-started/common-steps/_run-quickstart-notebook.qmd
index 097fb28eb8..4a44eb9f20 100644
--- a/site/get-started/common-steps/_run-quickstart-notebook.qmd
+++ b/site/get-started/common-steps/_run-quickstart-notebook.qmd
@@ -1,5 +1,5 @@
### Run the quickstart notebook
diff --git a/site/get-started/common-steps/_select-template.qmd b/site/get-started/common-steps/_select-template.qmd
index bd5ce2823a..386473916a 100644
--- a/site/get-started/common-steps/_select-template.qmd
+++ b/site/get-started/common-steps/_select-template.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs" when-meta="includes.developer"}
diff --git a/site/get-started/developer/quickstart-developer.qmd b/site/get-started/developer/quickstart-developer.qmd
index 4f0d94480c..6467fa259e 100644
--- a/site/get-started/developer/quickstart-developer.qmd
+++ b/site/get-started/developer/quickstart-developer.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Quickstart — Model Development"
subtitle: "15 minutes"
diff --git a/site/get-started/get-started.qmd b/site/get-started/get-started.qmd
index 4ddaa2ea97..795a7b5ff6 100644
--- a/site/get-started/get-started.qmd
+++ b/site/get-started/get-started.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Get started with {{< var vm.product >}}"
date: last-modified
diff --git a/site/get-started/validator/quickstart-validator.qmd b/site/get-started/validator/quickstart-validator.qmd
index ee4d25d932..2c5d156898 100644
--- a/site/get-started/validator/quickstart-validator.qmd
+++ b/site/get-started/validator/quickstart-validator.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Quickstart — Model Validation"
subtitle: "20 minutes"
diff --git a/site/guide/_sidebar.yaml b/site/guide/_sidebar.yaml
index 03cb828992..3b80139535 100644
--- a/site/guide/_sidebar.yaml
+++ b/site/guide/_sidebar.yaml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
website:
diff --git a/site/guide/access/_validmind-public-internet.qmd b/site/guide/access/_validmind-public-internet.qmd
index 4c1b4a7767..8f825adf5e 100644
--- a/site/guide/access/_validmind-public-internet.qmd
+++ b/site/guide/access/_validmind-public-internet.qmd
@@ -1,5 +1,5 @@
1. In a web browser, open one of the the URLs for the {{< var validmind.platform >}}:
diff --git a/site/guide/access/accessing-validmind.qmd b/site/guide/access/accessing-validmind.qmd
index 92fadc8d59..8622ba9d4b 100644
--- a/site/guide/access/accessing-validmind.qmd
+++ b/site/guide/access/accessing-validmind.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "Accessing ValidMind"
diff --git a/site/guide/access/log-in-to-validmind.qmd b/site/guide/access/log-in-to-validmind.qmd
index e800ec09d6..a413caff09 100644
--- a/site/guide/access/log-in-to-validmind.qmd
+++ b/site/guide/access/log-in-to-validmind.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "Log in to ValidMind"
diff --git a/site/guide/access/register-with-validmind.qmd b/site/guide/access/register-with-validmind.qmd
index 104230d797..05acf96dc9 100644
--- a/site/guide/access/register-with-validmind.qmd
+++ b/site/guide/access/register-with-validmind.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "Register with ValidMind"
diff --git a/site/guide/attestation/_add-attestations.qmd b/site/guide/attestation/_add-attestations.qmd
index 7601044e54..db6c07d6b9 100644
--- a/site/guide/attestation/_add-attestations.qmd
+++ b/site/guide/attestation/_add-attestations.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/attestation/_attestations.qmd b/site/guide/attestation/_attestations.qmd
index 77c026c610..e662fd8197 100644
--- a/site/guide/attestation/_attestations.qmd
+++ b/site/guide/attestation/_attestations.qmd
@@ -1,5 +1,5 @@
Attestation enables submitters, reviewers, and approvers to formally certify, review, and sign off on model attributes at specific points in time, supporting compliance and governance processes.
\ No newline at end of file
diff --git a/site/guide/attestation/_configure-attestations.qmd b/site/guide/attestation/_configure-attestations.qmd
index 210bebdeaa..9f59e3fbac 100644
--- a/site/guide/attestation/_configure-attestations.qmd
+++ b/site/guide/attestation/_configure-attestations.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/attestation/approve-attestations.qmd b/site/guide/attestation/approve-attestations.qmd
index 139089e585..19aab4ef72 100644
--- a/site/guide/attestation/approve-attestations.qmd
+++ b/site/guide/attestation/approve-attestations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Approve attestations"
date: last-modified
diff --git a/site/guide/attestation/manage-attestations.qmd b/site/guide/attestation/manage-attestations.qmd
index 4f7219e408..501e9d2c90 100644
--- a/site/guide/attestation/manage-attestations.qmd
+++ b/site/guide/attestation/manage-attestations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage attestations"
date: last-modified
diff --git a/site/guide/attestation/review-attestations.qmd b/site/guide/attestation/review-attestations.qmd
index f21b8a669f..fb47a7a4b6 100644
--- a/site/guide/attestation/review-attestations.qmd
+++ b/site/guide/attestation/review-attestations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Review attestations"
date: last-modified
diff --git a/site/guide/attestation/submit-attestations.qmd b/site/guide/attestation/submit-attestations.qmd
index 3fe070bfce..2863ca6170 100644
--- a/site/guide/attestation/submit-attestations.qmd
+++ b/site/guide/attestation/submit-attestations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Submit attestations"
date: last-modified
diff --git a/site/guide/attestation/working-with-attestations.qmd b/site/guide/attestation/working-with-attestations.qmd
index 07499251a4..ffbd5886ea 100644
--- a/site/guide/attestation/working-with-attestations.qmd
+++ b/site/guide/attestation/working-with-attestations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 attestations"
date: last-modified
diff --git a/site/guide/configuration/_add-business-units.qmd b/site/guide/configuration/_add-business-units.qmd
index cc4156551a..f28ae83fe3 100644
--- a/site/guide/configuration/_add-business-units.qmd
+++ b/site/guide/configuration/_add-business-units.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_add-groups.qmd b/site/guide/configuration/_add-groups.qmd
index 35b7dba7ac..b1db3f3d3a 100644
--- a/site/guide/configuration/_add-groups.qmd
+++ b/site/guide/configuration/_add-groups.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_add-model-stakeholder-types.qmd b/site/guide/configuration/_add-model-stakeholder-types.qmd
index d40c65a83b..99aec547ab 100644
--- a/site/guide/configuration/_add-model-stakeholder-types.qmd
+++ b/site/guide/configuration/_add-model-stakeholder-types.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_add-remove-group-members.qmd b/site/guide/configuration/_add-remove-group-members.qmd
index 32d83720d5..b2c002f381 100644
--- a/site/guide/configuration/_add-remove-group-members.qmd
+++ b/site/guide/configuration/_add-remove-group-members.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_add-roles.qmd b/site/guide/configuration/_add-roles.qmd
index 96b8dde819..f1bc6ddec5 100644
--- a/site/guide/configuration/_add-roles.qmd
+++ b/site/guide/configuration/_add-roles.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_add-use-cases.qmd b/site/guide/configuration/_add-use-cases.qmd
index 010e02aa8d..aeffa9943f 100644
--- a/site/guide/configuration/_add-use-cases.qmd
+++ b/site/guide/configuration/_add-use-cases.qmd
@@ -1,5 +1,5 @@
:::: {.content-hidden unless-format="revealjs"}
diff --git a/site/guide/configuration/_business-units.qmd b/site/guide/configuration/_business-units.qmd
index 8fcf7970ec..d1f4fafa56 100644
--- a/site/guide/configuration/_business-units.qmd
+++ b/site/guide/configuration/_business-units.qmd
@@ -1,5 +1,5 @@
A *business unit* is a distinct segment within your organization that focuses on a specific function, product, or market, operating semi-independently while aligning with the overall organizational goals.
diff --git a/site/guide/configuration/_invite-users.qmd b/site/guide/configuration/_invite-users.qmd
index 1aa6fb446a..a564e3bada 100644
--- a/site/guide/configuration/_invite-users.qmd
+++ b/site/guide/configuration/_invite-users.qmd
@@ -1,5 +1,5 @@
a. Under Invite By Email:
diff --git a/site/guide/configuration/_manage-permissions.qmd b/site/guide/configuration/_manage-permissions.qmd
index c613ece36e..1ba3ed7663 100644
--- a/site/guide/configuration/_manage-permissions.qmd
+++ b/site/guide/configuration/_manage-permissions.qmd
@@ -1,5 +1,5 @@
1. In the left sidebar, click **{{< fa gear >}} Settings**.
diff --git a/site/guide/configuration/_manage-role-permissions.qmd b/site/guide/configuration/_manage-role-permissions.qmd
index 8e84626c55..2c20a80da2 100644
--- a/site/guide/configuration/_manage-role-permissions.qmd
+++ b/site/guide/configuration/_manage-role-permissions.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_manage-stakeholder-type-permissions.qmd b/site/guide/configuration/_manage-stakeholder-type-permissions.qmd
index 666138156a..56e93943a6 100644
--- a/site/guide/configuration/_manage-stakeholder-type-permissions.qmd
+++ b/site/guide/configuration/_manage-stakeholder-type-permissions.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_manage-user-roles.qmd b/site/guide/configuration/_manage-user-roles.qmd
index 4b9831e3c3..68f1a215c9 100644
--- a/site/guide/configuration/_manage-user-roles.qmd
+++ b/site/guide/configuration/_manage-user-roles.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_model-stakeholder-types.qmd b/site/guide/configuration/_model-stakeholder-types.qmd
index ded1cb2d91..819331e925 100644
--- a/site/guide/configuration/_model-stakeholder-types.qmd
+++ b/site/guide/configuration/_model-stakeholder-types.qmd
@@ -1,5 +1,5 @@
Model stakeholders determine specific responsibilities and access levels for model review and approval processes for each model in your model inventory, such as read or edit access to model inventory fields.
diff --git a/site/guide/configuration/_monitor-invitations.qmd b/site/guide/configuration/_monitor-invitations.qmd
index b3186e0cfe..b8397530b2 100644
--- a/site/guide/configuration/_monitor-invitations.qmd
+++ b/site/guide/configuration/_monitor-invitations.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_risk-areas.qmd b/site/guide/configuration/_risk-areas.qmd
index b1e5be57ac..740e24da0d 100644
--- a/site/guide/configuration/_risk-areas.qmd
+++ b/site/guide/configuration/_risk-areas.qmd
@@ -1,5 +1,5 @@
A risk area is a specific domain within an organization that requires monitoring and management to ensure factors like data quality, model performance, and regulatory compliance are addressed effectively.
\ No newline at end of file
diff --git a/site/guide/configuration/_stakeholder-type-on-registration.qmd b/site/guide/configuration/_stakeholder-type-on-registration.qmd
index 9675051a51..187efd7326 100644
--- a/site/guide/configuration/_stakeholder-type-on-registration.qmd
+++ b/site/guide/configuration/_stakeholder-type-on-registration.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/configuration/_use-cases.qmd b/site/guide/configuration/_use-cases.qmd
index 0f804184bf..c68866f1e8 100644
--- a/site/guide/configuration/_use-cases.qmd
+++ b/site/guide/configuration/_use-cases.qmd
@@ -1,5 +1,5 @@
A *use case* is a specific application of analytics and management techniques within an organization. Use cases can be categorized into groups in accordance to your unique requirements.
\ No newline at end of file
diff --git a/site/guide/configuration/_user-groups.qmd b/site/guide/configuration/_user-groups.qmd
index b6a7d6a3b8..0bf478eb25 100644
--- a/site/guide/configuration/_user-groups.qmd
+++ b/site/guide/configuration/_user-groups.qmd
@@ -1,5 +1,5 @@
Groups are segments of users with the ability to view models associated with that group. Access to granular features in the {{< var validmind.platform >}} within a group's set of models is further defined by roles and permissions.
\ No newline at end of file
diff --git a/site/guide/configuration/_user-roles.qmd b/site/guide/configuration/_user-roles.qmd
index 39805f37bb..e8d664016c 100644
--- a/site/guide/configuration/_user-roles.qmd
+++ b/site/guide/configuration/_user-roles.qmd
@@ -1,5 +1,5 @@
Roles are a named set of permissions that determine your users' access to features within the {{< var vm.platform >}} based on your organization's structure. Create and update roles, and verify that each role has appropriate access to the resources they need.
\ No newline at end of file
diff --git a/site/guide/configuration/configure-aws-privatelink.qmd b/site/guide/configuration/configure-aws-privatelink.qmd
index a08b5facad..5b3408b1cf 100644
--- a/site/guide/configuration/configure-aws-privatelink.qmd
+++ b/site/guide/configuration/configure-aws-privatelink.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configure AWS PrivateLink"
date: last-modified
diff --git a/site/guide/configuration/configure-azure-private-link.qmd b/site/guide/configuration/configure-azure-private-link.qmd
index 151bdbc2ce..9598c82147 100644
--- a/site/guide/configuration/configure-azure-private-link.qmd
+++ b/site/guide/configuration/configure-azure-private-link.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configure Azure Private Link"
date: last-modified
diff --git a/site/guide/configuration/configure-google-private-service-connect.qmd b/site/guide/configuration/configure-google-private-service-connect.qmd
index bc429c85b3..088d74bc01 100644
--- a/site/guide/configuration/configure-google-private-service-connect.qmd
+++ b/site/guide/configuration/configure-google-private-service-connect.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configure Google Cloud Private Service Connect"
date: last-modified
diff --git a/site/guide/configuration/customize-your-dashboard.qmd b/site/guide/configuration/customize-your-dashboard.qmd
index 8e7b667cfa..a63d730d24 100644
--- a/site/guide/configuration/customize-your-dashboard.qmd
+++ b/site/guide/configuration/customize-your-dashboard.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize your dashboard"
date: last-modified
diff --git a/site/guide/configuration/manage-groups.qmd b/site/guide/configuration/manage-groups.qmd
index a93c0b555c..7af0644c81 100644
--- a/site/guide/configuration/manage-groups.qmd
+++ b/site/guide/configuration/manage-groups.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage groups"
date: last-modified
diff --git a/site/guide/configuration/manage-model-stakeholder-types.qmd b/site/guide/configuration/manage-model-stakeholder-types.qmd
index 02cb856af6..3232f2e7ef 100644
--- a/site/guide/configuration/manage-model-stakeholder-types.qmd
+++ b/site/guide/configuration/manage-model-stakeholder-types.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage model stakeholder types"
date: last-modified
diff --git a/site/guide/configuration/manage-permissions.qmd b/site/guide/configuration/manage-permissions.qmd
index e49f482364..9b8ba585fb 100644
--- a/site/guide/configuration/manage-permissions.qmd
+++ b/site/guide/configuration/manage-permissions.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage permissions"
date: last-modified
diff --git a/site/guide/configuration/manage-platform-notifications.qmd b/site/guide/configuration/manage-platform-notifications.qmd
index fce32274a5..131adaaa9f 100644
--- a/site/guide/configuration/manage-platform-notifications.qmd
+++ b/site/guide/configuration/manage-platform-notifications.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage platform notifications"
date: last-modified
diff --git a/site/guide/configuration/manage-roles.qmd b/site/guide/configuration/manage-roles.qmd
index 0a521b85e5..296a9a1e4e 100644
--- a/site/guide/configuration/manage-roles.qmd
+++ b/site/guide/configuration/manage-roles.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage roles"
aliases:
diff --git a/site/guide/configuration/manage-users.qmd b/site/guide/configuration/manage-users.qmd
index 5bafe99dbe..b8b91b1256 100644
--- a/site/guide/configuration/manage-users.qmd
+++ b/site/guide/configuration/manage-users.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage users"
date: last-modified
diff --git a/site/guide/configuration/manage-your-profile.qmd b/site/guide/configuration/manage-your-profile.qmd
index 8b0220cb15..9603c3b525 100644
--- a/site/guide/configuration/manage-your-profile.qmd
+++ b/site/guide/configuration/manage-your-profile.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage your profile"
date: last-modified
diff --git a/site/guide/configuration/managing-users.qmd b/site/guide/configuration/managing-users.qmd
index cfe22a24dd..71c856975c 100644
--- a/site/guide/configuration/managing-users.qmd
+++ b/site/guide/configuration/managing-users.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Managing users"
date: last-modified
diff --git a/site/guide/configuration/managing-your-organization.qmd b/site/guide/configuration/managing-your-organization.qmd
index d9182ef7a2..7c6f932550 100644
--- a/site/guide/configuration/managing-your-organization.qmd
+++ b/site/guide/configuration/managing-your-organization.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Managing your organization"
date: last-modified
diff --git a/site/guide/configuration/personalize-validmind.qmd b/site/guide/configuration/personalize-validmind.qmd
index c4aac19db3..cde161077e 100644
--- a/site/guide/configuration/personalize-validmind.qmd
+++ b/site/guide/configuration/personalize-validmind.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
# USING THE VARIABLE IN THE TITLE MESSES UP THE BREADCRUMB
title: "Personalize ValidMind"
diff --git a/site/guide/configuration/set-up-your-organization.qmd b/site/guide/configuration/set-up-your-organization.qmd
index e4e9433a8a..c05f6e60ae 100644
--- a/site/guide/configuration/set-up-your-organization.qmd
+++ b/site/guide/configuration/set-up-your-organization.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Set up your organization"
date: last-modified
diff --git a/site/guide/guides.qmd b/site/guide/guides.qmd
index 2ee82079d8..b845a0cb6d 100644
--- a/site/guide/guides.qmd
+++ b/site/guide/guides.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Guides"
date: last-modified
diff --git a/site/guide/integrations/configure-connections.qmd b/site/guide/integrations/configure-connections.qmd
index a614ccefba..ddb323c214 100644
--- a/site/guide/integrations/configure-connections.qmd
+++ b/site/guide/integrations/configure-connections.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configure connections"
date: last-modified
diff --git a/site/guide/integrations/integrations-examples.qmd b/site/guide/integrations/integrations-examples.qmd
index 26cf7e544c..a9428cec3d 100644
--- a/site/guide/integrations/integrations-examples.qmd
+++ b/site/guide/integrations/integrations-examples.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Integrations examples"
date: last-modified
diff --git a/site/guide/integrations/linking-external-models.qmd b/site/guide/integrations/linking-external-models.qmd
index 7d8c619940..33d25665e7 100644
--- a/site/guide/integrations/linking-external-models.qmd
+++ b/site/guide/integrations/linking-external-models.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Linking external models"
date: last-modified
diff --git a/site/guide/integrations/manage-secrets.qmd b/site/guide/integrations/manage-secrets.qmd
index 34df8cb50a..c047ef2ed7 100644
--- a/site/guide/integrations/manage-secrets.qmd
+++ b/site/guide/integrations/manage-secrets.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage secrets"
date: last-modified
diff --git a/site/guide/integrations/managing-integrations.qmd b/site/guide/integrations/managing-integrations.qmd
index 23770766f0..839435bf03 100644
--- a/site/guide/integrations/managing-integrations.qmd
+++ b/site/guide/integrations/managing-integrations.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Managing integrations"
date: last-modified
diff --git a/site/guide/model-documentation/_add-content-blocks.qmd b/site/guide/model-documentation/_add-content-blocks.qmd
index 1a07336576..ded6bb85de 100644
--- a/site/guide/model-documentation/_add-content-blocks.qmd
+++ b/site/guide/model-documentation/_add-content-blocks.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/_add-test-results.qmd b/site/guide/model-documentation/_add-test-results.qmd
index 74d05d747b..80ce79e6a2 100644
--- a/site/guide/model-documentation/_add-test-results.qmd
+++ b/site/guide/model-documentation/_add-test-results.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/_check-model-documentation.qmd b/site/guide/model-documentation/_check-model-documentation.qmd
index 5687181f00..04aa96ae4c 100644
--- a/site/guide/model-documentation/_check-model-documentation.qmd
+++ b/site/guide/model-documentation/_check-model-documentation.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/_comment-activity.qmd b/site/guide/model-documentation/_comment-activity.qmd
index 303b4e6ab2..729d7a3e95 100644
--- a/site/guide/model-documentation/_comment-activity.qmd
+++ b/site/guide/model-documentation/_comment-activity.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/_commenting.qmd b/site/guide/model-documentation/_commenting.qmd
index e94116798b..6560bdf06c 100644
--- a/site/guide/model-documentation/_commenting.qmd
+++ b/site/guide/model-documentation/_commenting.qmd
@@ -1,5 +1,5 @@
### Post comments
diff --git a/site/guide/model-documentation/_document-checker.qmd b/site/guide/model-documentation/_document-checker.qmd
index 1ffbfd5315..5acea225d3 100644
--- a/site/guide/model-documentation/_document-checker.qmd
+++ b/site/guide/model-documentation/_document-checker.qmd
@@ -1,5 +1,5 @@
The {{< var validmind.checker >}} is a compliance tool that reviews model documentation against a selected regulatory standard. Use the {{< var vm.checker >}} to identify gaps, generate actionable recommendations, and focus your efforts on areas that require attention. The {{< var vm.checker >}} uses a structured checklist to:
diff --git a/site/guide/model-documentation/_document-overview.qmd b/site/guide/model-documentation/_document-overview.qmd
index 35aed5eec0..642e70fe8a 100644
--- a/site/guide/model-documentation/_document-overview.qmd
+++ b/site/guide/model-documentation/_document-overview.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/_locate-document-overview.qmd b/site/guide/model-documentation/_locate-document-overview.qmd
index 1e9bcad4f6..f0045ffa0c 100644
--- a/site/guide/model-documentation/_locate-document-overview.qmd
+++ b/site/guide/model-documentation/_locate-document-overview.qmd
@@ -1,5 +1,5 @@
To locate your document overview for a model:
diff --git a/site/guide/model-documentation/_submit-for-approval.qmd b/site/guide/model-documentation/_submit-for-approval.qmd
index ed9ba1603c..a5d0388d47 100644
--- a/site/guide/model-documentation/_submit-for-approval.qmd
+++ b/site/guide/model-documentation/_submit-for-approval.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/_test-result-metadata.qmd b/site/guide/model-documentation/_test-result-metadata.qmd
index 7d0441a640..6c5c9818d2 100644
--- a/site/guide/model-documentation/_test-result-metadata.qmd
+++ b/site/guide/model-documentation/_test-result-metadata.qmd
@@ -1,5 +1,5 @@
After you have added a test result to your document, you can view the following information attached to the result:
diff --git a/site/guide/model-documentation/_view-test-result-metadata.qmd b/site/guide/model-documentation/_view-test-result-metadata.qmd
index 9466b04bfb..2decae1692 100644
--- a/site/guide/model-documentation/_view-test-result-metadata.qmd
+++ b/site/guide/model-documentation/_view-test-result-metadata.qmd
@@ -1,5 +1,5 @@
1. Locate the test result whose metadata you want to view.
diff --git a/site/guide/model-documentation/assign-documentation-section-statuses.qmd b/site/guide/model-documentation/assign-documentation-section-statuses.qmd
index 2364dadecb..77bab0f8c6 100644
--- a/site/guide/model-documentation/assign-documentation-section-statuses.qmd
+++ b/site/guide/model-documentation/assign-documentation-section-statuses.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Assign documentation section statuses"
date: last-modified
diff --git a/site/guide/model-documentation/check-documentation-for-compliance.qmd b/site/guide/model-documentation/check-documentation-for-compliance.qmd
index 324f2e8b2d..9f71a791ae 100644
--- a/site/guide/model-documentation/check-documentation-for-compliance.qmd
+++ b/site/guide/model-documentation/check-documentation-for-compliance.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Check documentation for compliance"
date: last-modified
diff --git a/site/guide/model-documentation/collaborate-with-others.qmd b/site/guide/model-documentation/collaborate-with-others.qmd
index a1ce77ec55..6ee5c62c8b 100644
--- a/site/guide/model-documentation/collaborate-with-others.qmd
+++ b/site/guide/model-documentation/collaborate-with-others.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Collaborate with others"
date: last-modified
diff --git a/site/guide/model-documentation/content_blocks/_generate-with-ai.qmd b/site/guide/model-documentation/content_blocks/_generate-with-ai.qmd
index 2b07a632f6..8b3b0aa6d4 100644
--- a/site/guide/model-documentation/content_blocks/_generate-with-ai.qmd
+++ b/site/guide/model-documentation/content_blocks/_generate-with-ai.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-documentation/content_blocks/_metric-over-time-block.qmd b/site/guide/model-documentation/content_blocks/_metric-over-time-block.qmd
index eb188a0dcd..aa1ed46ca1 100644
--- a/site/guide/model-documentation/content_blocks/_metric-over-time-block.qmd
+++ b/site/guide/model-documentation/content_blocks/_metric-over-time-block.qmd
@@ -1,5 +1,5 @@
metric over time block [from library]{.smallercaps .pink}
diff --git a/site/guide/model-documentation/content_blocks/_simple-text-block.qmd b/site/guide/model-documentation/content_blocks/_simple-text-block.qmd
index 41b04f2b19..9e2c6aeaa5 100644
--- a/site/guide/model-documentation/content_blocks/_simple-text-block.qmd
+++ b/site/guide/model-documentation/content_blocks/_simple-text-block.qmd
@@ -1,5 +1,5 @@
simple text block [new, from library]{.smallercaps .pink}
diff --git a/site/guide/model-documentation/content_blocks/_test-driven-block.qmd b/site/guide/model-documentation/content_blocks/_test-driven-block.qmd
index 8c055573e2..ddd5e6c62a 100644
--- a/site/guide/model-documentation/content_blocks/_test-driven-block.qmd
+++ b/site/guide/model-documentation/content_blocks/_test-driven-block.qmd
@@ -1,5 +1,5 @@
test-driven block [from library]{.smallercaps .pink}
diff --git a/site/guide/model-documentation/submit-for-approval.qmd b/site/guide/model-documentation/submit-for-approval.qmd
index fc7e6f91aa..5a133cccd8 100644
--- a/site/guide/model-documentation/submit-for-approval.qmd
+++ b/site/guide/model-documentation/submit-for-approval.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Submit for approval"
date: last-modified
diff --git a/site/guide/model-documentation/view-documentation-guidelines.qmd b/site/guide/model-documentation/view-documentation-guidelines.qmd
index 9263e75705..8fe58cc9c0 100644
--- a/site/guide/model-documentation/view-documentation-guidelines.qmd
+++ b/site/guide/model-documentation/view-documentation-guidelines.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "View documentation guidelines"
date: last-modified
diff --git a/site/guide/model-documentation/work-with-content-blocks.qmd b/site/guide/model-documentation/work-with-content-blocks.qmd
index 2c25ccf5e0..5d341cc686 100644
--- a/site/guide/model-documentation/work-with-content-blocks.qmd
+++ b/site/guide/model-documentation/work-with-content-blocks.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Work with content blocks"
date: last-modified
diff --git a/site/guide/model-documentation/work-with-document-versions.qmd b/site/guide/model-documentation/work-with-document-versions.qmd
index 040b489066..c8a9c04ec3 100644
--- a/site/guide/model-documentation/work-with-document-versions.qmd
+++ b/site/guide/model-documentation/work-with-document-versions.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Work with document versions"
date: last-modified
diff --git a/site/guide/model-documentation/work-with-test-results.qmd b/site/guide/model-documentation/work-with-test-results.qmd
index c103030ef0..d90e7fed83 100644
--- a/site/guide/model-documentation/work-with-test-results.qmd
+++ b/site/guide/model-documentation/work-with-test-results.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Work with test results"
date: last-modified
diff --git a/site/guide/model-documentation/working-with-model-documentation.qmd b/site/guide/model-documentation/working-with-model-documentation.qmd
index 13241a0d1e..2d8bcb9570 100644
--- a/site/guide/model-documentation/working-with-model-documentation.qmd
+++ b/site/guide/model-documentation/working-with-model-documentation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 model documentation"
date: last-modified
diff --git a/site/guide/model-inventory/_add-attachments.qmd b/site/guide/model-inventory/_add-attachments.qmd
index ec6e9559f4..fafd32dc24 100644
--- a/site/guide/model-inventory/_add-attachments.qmd
+++ b/site/guide/model-inventory/_add-attachments.qmd
@@ -1,5 +1,5 @@
1. Click **{{< fa circle-plus >}} Select Files** to add a file.
diff --git a/site/guide/model-inventory/_add-edit-inventory-fields.qmd b/site/guide/model-inventory/_add-edit-inventory-fields.qmd
index eed252d25f..127bb57cbe 100644
--- a/site/guide/model-inventory/_add-edit-inventory-fields.qmd
+++ b/site/guide/model-inventory/_add-edit-inventory-fields.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-inventory/_field-types.qmd b/site/guide/model-inventory/_field-types.qmd
index 402b75c000..fdcba17f63 100644
--- a/site/guide/model-inventory/_field-types.qmd
+++ b/site/guide/model-inventory/_field-types.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-inventory/_model-inventory-fields.qmd b/site/guide/model-inventory/_model-inventory-fields.qmd
index 793b1f2bb9..b9199d717f 100644
--- a/site/guide/model-inventory/_model-inventory-fields.qmd
+++ b/site/guide/model-inventory/_model-inventory-fields.qmd
@@ -1,5 +1,5 @@
Manage the fields that appear on all models in your model inventory. Choose from an array of field types with different properties and use cases.
diff --git a/site/guide/model-inventory/_remove-attachments.qmd b/site/guide/model-inventory/_remove-attachments.qmd
index e1dd0de166..4391f9af26 100644
--- a/site/guide/model-inventory/_remove-attachments.qmd
+++ b/site/guide/model-inventory/_remove-attachments.qmd
@@ -1,5 +1,5 @@
1. Locate the file you want to remove, and click on the **{{< fa ellipsis-vertical >}}** menu.
diff --git a/site/guide/model-inventory/_remove-layout-view.qmd b/site/guide/model-inventory/_remove-layout-view.qmd
index aa552ec500..750a9bba78 100644
--- a/site/guide/model-inventory/_remove-layout-view.qmd
+++ b/site/guide/model-inventory/_remove-layout-view.qmd
@@ -1,5 +1,5 @@
1. Click **{{< fa bookmark >}} Select View**.
diff --git a/site/guide/model-inventory/_rename-field-keys.qmd b/site/guide/model-inventory/_rename-field-keys.qmd
index bf288ba115..487373b087 100644
--- a/site/guide/model-inventory/_rename-field-keys.qmd
+++ b/site/guide/model-inventory/_rename-field-keys.qmd
@@ -1,5 +1,5 @@
1. Hover over the **[actions]{.smallcaps}** column on the far-right for the field whose key you want to rename.
diff --git a/site/guide/model-inventory/_save-layout-view.qmd b/site/guide/model-inventory/_save-layout-view.qmd
index 78174b43b5..0095bac1dc 100644
--- a/site/guide/model-inventory/_save-layout-view.qmd
+++ b/site/guide/model-inventory/_save-layout-view.qmd
@@ -1,5 +1,5 @@
1. Click **{{< fa bookmark >}} Save View** to save your first view.
diff --git a/site/guide/model-inventory/_view-model-activity-overview.qmd b/site/guide/model-inventory/_view-model-activity-overview.qmd
index bf6b020280..792880d2ee 100644
--- a/site/guide/model-inventory/_view-model-activity-overview.qmd
+++ b/site/guide/model-inventory/_view-model-activity-overview.qmd
@@ -1,5 +1,5 @@
The **{{< fa wifi >}} Model Activity** page shows a record of all activities, including actions performed by users in your organization and updates generated via the {{< var vm.developer >}} such as:
diff --git a/site/guide/model-inventory/_view-model-activity-steps.qmd b/site/guide/model-inventory/_view-model-activity-steps.qmd
index 8f99472671..dd5bbf699f 100644
--- a/site/guide/model-inventory/_view-model-activity-steps.qmd
+++ b/site/guide/model-inventory/_view-model-activity-steps.qmd
@@ -1,5 +1,5 @@
To view model activity:
diff --git a/site/guide/model-inventory/archive-delete-models.qmd b/site/guide/model-inventory/archive-delete-models.qmd
index 92c69bbfaa..3d1b915b18 100644
--- a/site/guide/model-inventory/archive-delete-models.qmd
+++ b/site/guide/model-inventory/archive-delete-models.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Archive and delete models"
date: last-modified
diff --git a/site/guide/model-inventory/configure-model-interdependencies.qmd b/site/guide/model-inventory/configure-model-interdependencies.qmd
index 970aa854a6..1cfae56f29 100644
--- a/site/guide/model-inventory/configure-model-interdependencies.qmd
+++ b/site/guide/model-inventory/configure-model-interdependencies.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configure model interdependencies"
date: last-modified
diff --git a/site/guide/model-inventory/customize-model-inventory-layout.qmd b/site/guide/model-inventory/customize-model-inventory-layout.qmd
index 86c2290c11..58a9cb458b 100644
--- a/site/guide/model-inventory/customize-model-inventory-layout.qmd
+++ b/site/guide/model-inventory/customize-model-inventory-layout.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize model inventory layout"
date: last-modified
diff --git a/site/guide/model-inventory/customize-model-overview-page.qmd b/site/guide/model-inventory/customize-model-overview-page.qmd
index e57c020466..4368702431 100644
--- a/site/guide/model-inventory/customize-model-overview-page.qmd
+++ b/site/guide/model-inventory/customize-model-overview-page.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize model overview page"
date: last-modified
diff --git a/site/guide/model-inventory/edit-model-inventory-fields.qmd b/site/guide/model-inventory/edit-model-inventory-fields.qmd
index d1170e063a..9d592fef01 100644
--- a/site/guide/model-inventory/edit-model-inventory-fields.qmd
+++ b/site/guide/model-inventory/edit-model-inventory-fields.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Edit model inventory fields"
date: last-modified
diff --git a/site/guide/model-inventory/manage-model-inventory-fields.qmd b/site/guide/model-inventory/manage-model-inventory-fields.qmd
index 17b25b4a97..3970ac700f 100644
--- a/site/guide/model-inventory/manage-model-inventory-fields.qmd
+++ b/site/guide/model-inventory/manage-model-inventory-fields.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage model inventory fields"
date: last-modified
diff --git a/site/guide/model-inventory/managing-model-inventory.qmd b/site/guide/model-inventory/managing-model-inventory.qmd
index 674e81daf2..a7d7f0e961 100644
--- a/site/guide/model-inventory/managing-model-inventory.qmd
+++ b/site/guide/model-inventory/managing-model-inventory.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Managing the model inventory"
date: last-modified
diff --git a/site/guide/model-inventory/register-models-in-inventory.qmd b/site/guide/model-inventory/register-models-in-inventory.qmd
index f528dc9d39..5209e81bde 100644
--- a/site/guide/model-inventory/register-models-in-inventory.qmd
+++ b/site/guide/model-inventory/register-models-in-inventory.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Register models in the inventory"
date: last-modified
diff --git a/site/guide/model-inventory/view-model-activity.qmd b/site/guide/model-inventory/view-model-activity.qmd
index b58de606b0..1000483de1 100644
--- a/site/guide/model-inventory/view-model-activity.qmd
+++ b/site/guide/model-inventory/view-model-activity.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "View model activity"
date: last-modified
diff --git a/site/guide/model-inventory/working-with-model-inventory.qmd b/site/guide/model-inventory/working-with-model-inventory.qmd
index 1c75fa3d8d..55ebe9d87b 100644
--- a/site/guide/model-inventory/working-with-model-inventory.qmd
+++ b/site/guide/model-inventory/working-with-model-inventory.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 the model inventory"
date: last-modified
diff --git a/site/guide/model-validation/_add-artifact-severities.qmd b/site/guide/model-validation/_add-artifact-severities.qmd
index 924c7458cf..2b3054cdfa 100644
--- a/site/guide/model-validation/_add-artifact-severities.qmd
+++ b/site/guide/model-validation/_add-artifact-severities.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_add-artifacts-on-documentation.qmd b/site/guide/model-validation/_add-artifacts-on-documentation.qmd
index 28a999fb94..09971d4a0c 100644
--- a/site/guide/model-validation/_add-artifacts-on-documentation.qmd
+++ b/site/guide/model-validation/_add-artifacts-on-documentation.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_add-edit-artifact-fields.qmd b/site/guide/model-validation/_add-edit-artifact-fields.qmd
index 13a57acdb0..565807d742 100644
--- a/site/guide/model-validation/_add-edit-artifact-fields.qmd
+++ b/site/guide/model-validation/_add-edit-artifact-fields.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_add-risk-areas.qmd b/site/guide/model-validation/_add-risk-areas.qmd
index a55a762775..e6c662000b 100644
--- a/site/guide/model-validation/_add-risk-areas.qmd
+++ b/site/guide/model-validation/_add-risk-areas.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_add-validation-guidelines.qmd b/site/guide/model-validation/_add-validation-guidelines.qmd
index 33941aa6d9..5872f0d7d1 100644
--- a/site/guide/model-validation/_add-validation-guidelines.qmd
+++ b/site/guide/model-validation/_add-validation-guidelines.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_artifact-fields.qmd b/site/guide/model-validation/_artifact-fields.qmd
index 717cef1327..899a684c61 100644
--- a/site/guide/model-validation/_artifact-fields.qmd
+++ b/site/guide/model-validation/_artifact-fields.qmd
@@ -1,5 +1,5 @@
Manage the fields that appear on all artifact types logged on your models. Choose from an array of field types with different properties and use cases.
\ No newline at end of file
diff --git a/site/guide/model-validation/_artifact-severities.qmd b/site/guide/model-validation/_artifact-severities.qmd
index dee8d97d11..12712ac9dd 100644
--- a/site/guide/model-validation/_artifact-severities.qmd
+++ b/site/guide/model-validation/_artifact-severities.qmd
@@ -1,5 +1,5 @@
Configure the severities available to the artifacts logged on models to ensure that they reflect your organization's tracking requirements.
\ No newline at end of file
diff --git a/site/guide/model-validation/_link-artifacts-to-reports.qmd b/site/guide/model-validation/_link-artifacts-to-reports.qmd
index 2512b8a039..aa7989e3a3 100644
--- a/site/guide/model-validation/_link-artifacts-to-reports.qmd
+++ b/site/guide/model-validation/_link-artifacts-to-reports.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_link-validator-evidence.qmd b/site/guide/model-validation/_link-validator-evidence.qmd
index 7ae1099f91..26e092e2d0 100644
--- a/site/guide/model-validation/_link-validator-evidence.qmd
+++ b/site/guide/model-validation/_link-validator-evidence.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_provide-compliance-assessments.qmd b/site/guide/model-validation/_provide-compliance-assessments.qmd
index 03a528c8d4..2a0d5df02c 100644
--- a/site/guide/model-validation/_provide-compliance-assessments.qmd
+++ b/site/guide/model-validation/_provide-compliance-assessments.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_reorder-artifact-severities.qmd b/site/guide/model-validation/_reorder-artifact-severities.qmd
index 1845663ce6..0eb6673d13 100644
--- a/site/guide/model-validation/_reorder-artifact-severities.qmd
+++ b/site/guide/model-validation/_reorder-artifact-severities.qmd
@@ -1,5 +1,5 @@
Artifact severities range from most severe at the top to least severe at the bottom.
diff --git a/site/guide/model-validation/_risk-areas.qmd b/site/guide/model-validation/_risk-areas.qmd
index b1e5be57ac..740e24da0d 100644
--- a/site/guide/model-validation/_risk-areas.qmd
+++ b/site/guide/model-validation/_risk-areas.qmd
@@ -1,5 +1,5 @@
A risk area is a specific domain within an organization that requires monitoring and management to ensure factors like data quality, model performance, and regulatory compliance are addressed effectively.
\ No newline at end of file
diff --git a/site/guide/model-validation/_track-artifact-resolution.qmd b/site/guide/model-validation/_track-artifact-resolution.qmd
index fabc0d48d2..80975b696c 100644
--- a/site/guide/model-validation/_track-artifact-resolution.qmd
+++ b/site/guide/model-validation/_track-artifact-resolution.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/_validation-guidelines.qmd b/site/guide/model-validation/_validation-guidelines.qmd
index 8d1dddbfbd..439e32722c 100644
--- a/site/guide/model-validation/_validation-guidelines.qmd
+++ b/site/guide/model-validation/_validation-guidelines.qmd
@@ -1,5 +1,5 @@
Validation guidelines ensure that models are accurate, reliable, and fit for their intended purpose by outlining standards for assessing their conceptual soundness, implementation, and performance in compliance with regulatory and internal governance requirements.
\ No newline at end of file
diff --git a/site/guide/model-validation/_view-all-artifacts.qmd b/site/guide/model-validation/_view-all-artifacts.qmd
index 4acf3de5a4..c77f7d8fe8 100644
--- a/site/guide/model-validation/_view-all-artifacts.qmd
+++ b/site/guide/model-validation/_view-all-artifacts.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/model-validation/add-manage-artifacts.qmd b/site/guide/model-validation/add-manage-artifacts.qmd
index 7eedde7ac2..21751ff3ea 100644
--- a/site/guide/model-validation/add-manage-artifacts.qmd
+++ b/site/guide/model-validation/add-manage-artifacts.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Add and manage artifacts"
date: last-modified
diff --git a/site/guide/model-validation/assess-compliance.qmd b/site/guide/model-validation/assess-compliance.qmd
index a796e2e94b..9ac8c13609 100644
--- a/site/guide/model-validation/assess-compliance.qmd
+++ b/site/guide/model-validation/assess-compliance.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Assess compliance"
date: last-modified
diff --git a/site/guide/model-validation/customize-artifact-layouts.qmd b/site/guide/model-validation/customize-artifact-layouts.qmd
index 034560ab3f..06100e960f 100644
--- a/site/guide/model-validation/customize-artifact-layouts.qmd
+++ b/site/guide/model-validation/customize-artifact-layouts.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize artifact layouts"
date: last-modified
diff --git a/site/guide/model-validation/customize-artifact-overview-page.qmd b/site/guide/model-validation/customize-artifact-overview-page.qmd
index 728c461fbb..1ebbb1bb50 100644
--- a/site/guide/model-validation/customize-artifact-overview-page.qmd
+++ b/site/guide/model-validation/customize-artifact-overview-page.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize artifact overview page"
date: last-modified
diff --git a/site/guide/model-validation/manage-artifact-fields.qmd b/site/guide/model-validation/manage-artifact-fields.qmd
index f4d4f841bb..d9f5874395 100644
--- a/site/guide/model-validation/manage-artifact-fields.qmd
+++ b/site/guide/model-validation/manage-artifact-fields.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage artifact fields"
date: last-modified
diff --git a/site/guide/model-validation/manage-artifact-severities.qmd b/site/guide/model-validation/manage-artifact-severities.qmd
index 4afdac8e01..2b6fa751e2 100644
--- a/site/guide/model-validation/manage-artifact-severities.qmd
+++ b/site/guide/model-validation/manage-artifact-severities.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage artifact severities"
date: last-modified
diff --git a/site/guide/model-validation/manage-artifact-types.qmd b/site/guide/model-validation/manage-artifact-types.qmd
index 3ea4a3102b..99bb4b757c 100644
--- a/site/guide/model-validation/manage-artifact-types.qmd
+++ b/site/guide/model-validation/manage-artifact-types.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage artifact types"
date: last-modified
diff --git a/site/guide/model-validation/manage-validation-guidelines.qmd b/site/guide/model-validation/manage-validation-guidelines.qmd
index 00124f428b..5149d05cf8 100644
--- a/site/guide/model-validation/manage-validation-guidelines.qmd
+++ b/site/guide/model-validation/manage-validation-guidelines.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage validation guidelines"
date: last-modified
diff --git a/site/guide/model-validation/managing-model-validation.qmd b/site/guide/model-validation/managing-model-validation.qmd
index 7bb37fdf53..da5a7c5dad 100644
--- a/site/guide/model-validation/managing-model-validation.qmd
+++ b/site/guide/model-validation/managing-model-validation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Managing model validation"
date: last-modified
diff --git a/site/guide/model-validation/preparing-validation-reports.qmd b/site/guide/model-validation/preparing-validation-reports.qmd
index c56918a1ee..aa25b0fd06 100644
--- a/site/guide/model-validation/preparing-validation-reports.qmd
+++ b/site/guide/model-validation/preparing-validation-reports.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Preparing validation reports"
date: last-modified
diff --git a/site/guide/model-validation/review-model-documentation.qmd b/site/guide/model-validation/review-model-documentation.qmd
index 4556810626..0abf8f1647 100644
--- a/site/guide/model-validation/review-model-documentation.qmd
+++ b/site/guide/model-validation/review-model-documentation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Review model documentation"
date: last-modified
diff --git a/site/guide/model-validation/view-filter-artifacts.qmd b/site/guide/model-validation/view-filter-artifacts.qmd
index 87199d0c53..d90e42a0f3 100644
--- a/site/guide/model-validation/view-filter-artifacts.qmd
+++ b/site/guide/model-validation/view-filter-artifacts.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "View and filter artifacts"
date: last-modified
diff --git a/site/guide/model-validation/working-with-artifacts.qmd b/site/guide/model-validation/working-with-artifacts.qmd
index c07378c273..7a327e73e5 100644
--- a/site/guide/model-validation/working-with-artifacts.qmd
+++ b/site/guide/model-validation/working-with-artifacts.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 artifacts"
date: last-modified
diff --git a/site/guide/monitoring/enable-monitoring.qmd b/site/guide/monitoring/enable-monitoring.qmd
index fdbf5a8305..9ff0acb8f0 100644
--- a/site/guide/monitoring/enable-monitoring.qmd
+++ b/site/guide/monitoring/enable-monitoring.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Enable monitoring"
date: last-modified
diff --git a/site/guide/monitoring/ongoing-monitoring.qmd b/site/guide/monitoring/ongoing-monitoring.qmd
index a884b9354f..9242c53664 100644
--- a/site/guide/monitoring/ongoing-monitoring.qmd
+++ b/site/guide/monitoring/ongoing-monitoring.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Ongoing monitoring"
date: last-modified
diff --git a/site/guide/monitoring/review-monitoring-results.qmd b/site/guide/monitoring/review-monitoring-results.qmd
index f846c91f3a..6a83688a72 100644
--- a/site/guide/monitoring/review-monitoring-results.qmd
+++ b/site/guide/monitoring/review-monitoring-results.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Review monitoring results"
date: last-modified
diff --git a/site/guide/monitoring/set-thresholds-and-alerts.qmd b/site/guide/monitoring/set-thresholds-and-alerts.qmd
index 7383781236..afc310165e 100644
--- a/site/guide/monitoring/set-thresholds-and-alerts.qmd
+++ b/site/guide/monitoring/set-thresholds-and-alerts.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Set thresholds and alerts"
date: last-modified
diff --git a/site/guide/monitoring/work-with-metrics-over-time.qmd b/site/guide/monitoring/work-with-metrics-over-time.qmd
index 0665c13631..a94057d6ba 100644
--- a/site/guide/monitoring/work-with-metrics-over-time.qmd
+++ b/site/guide/monitoring/work-with-metrics-over-time.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Work with metrics over time"
date: last-modified
diff --git a/site/guide/reporting/_add-custom-analytics.qmd b/site/guide/reporting/_add-custom-analytics.qmd
index e8dc665d6c..c6839f0138 100644
--- a/site/guide/reporting/_add-custom-analytics.qmd
+++ b/site/guide/reporting/_add-custom-analytics.qmd
@@ -1,5 +1,5 @@
To supplement the default reports with your own custom reports, first create a custom analytics page, then add your custom visualizations:
\ No newline at end of file
diff --git a/site/guide/reporting/_create-a-visualization.qmd b/site/guide/reporting/_create-a-visualization.qmd
index eadf9812c1..f6a9c46724 100644
--- a/site/guide/reporting/_create-a-visualization.qmd
+++ b/site/guide/reporting/_create-a-visualization.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/reporting/_create-an-analytics-page.qmd b/site/guide/reporting/_create-an-analytics-page.qmd
index 01ff8e6054..039b26e78d 100644
--- a/site/guide/reporting/_create-an-analytics-page.qmd
+++ b/site/guide/reporting/_create-an-analytics-page.qmd
@@ -1,5 +1,5 @@
a. In the left sidebar, click **{{< fa square-poll-vertical >}} Analytics**.
diff --git a/site/guide/reporting/_reports-filtering.qmd b/site/guide/reporting/_reports-filtering.qmd
index 194fe51256..944acfa6c8 100644
--- a/site/guide/reporting/_reports-filtering.qmd
+++ b/site/guide/reporting/_reports-filtering.qmd
@@ -1,5 +1,5 @@
[filtering]{.smallcaps}
diff --git a/site/guide/reporting/_reports-grouping.qmd b/site/guide/reporting/_reports-grouping.qmd
index 60579073e6..b02089ffa2 100644
--- a/site/guide/reporting/_reports-grouping.qmd
+++ b/site/guide/reporting/_reports-grouping.qmd
@@ -1,5 +1,5 @@
[grouping]{.smallcaps}
diff --git a/site/guide/reporting/_reports-metrics.qmd b/site/guide/reporting/_reports-metrics.qmd
index 17fc81d264..96eba8441c 100644
--- a/site/guide/reporting/_reports-metrics.qmd
+++ b/site/guide/reporting/_reports-metrics.qmd
@@ -1,5 +1,5 @@
[metrics]{.smallcaps}
diff --git a/site/guide/reporting/_view-report-data.qmd b/site/guide/reporting/_view-report-data.qmd
index 3d068da676..48d88477a3 100644
--- a/site/guide/reporting/_view-report-data.qmd
+++ b/site/guide/reporting/_view-report-data.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/reporting/export-artifacts.qmd b/site/guide/reporting/export-artifacts.qmd
index 7c161a1391..c1eb5d1791 100644
--- a/site/guide/reporting/export-artifacts.qmd
+++ b/site/guide/reporting/export-artifacts.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Export artifacts"
date: last-modified
diff --git a/site/guide/reporting/export-documents.qmd b/site/guide/reporting/export-documents.qmd
index 62a3ab1b1c..f03741173c 100644
--- a/site/guide/reporting/export-documents.qmd
+++ b/site/guide/reporting/export-documents.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Export documents"
date: last-modified
diff --git a/site/guide/reporting/export-inventory.qmd b/site/guide/reporting/export-inventory.qmd
index 3368b830b5..8cb9291b0a 100644
--- a/site/guide/reporting/export-inventory.qmd
+++ b/site/guide/reporting/export-inventory.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Export inventory"
date: last-modified
diff --git a/site/guide/reporting/generating-exports.qmd b/site/guide/reporting/generating-exports.qmd
index f5cfdc5463..4c1340052f 100644
--- a/site/guide/reporting/generating-exports.qmd
+++ b/site/guide/reporting/generating-exports.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Generating exports"
date: last-modified
diff --git a/site/guide/reporting/manage-custom-reports.qmd b/site/guide/reporting/manage-custom-reports.qmd
index 8c01a2e642..1cd95979a7 100644
--- a/site/guide/reporting/manage-custom-reports.qmd
+++ b/site/guide/reporting/manage-custom-reports.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage custom reports"
date: last-modified
diff --git a/site/guide/reporting/view-report-data.qmd b/site/guide/reporting/view-report-data.qmd
index 143d37d79f..4b9e764d33 100644
--- a/site/guide/reporting/view-report-data.qmd
+++ b/site/guide/reporting/view-report-data.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "View report data"
date: last-modified
diff --git a/site/guide/reporting/working-with-analytics.qmd b/site/guide/reporting/working-with-analytics.qmd
index ac0d55bc2a..bc5463f0f3 100644
--- a/site/guide/reporting/working-with-analytics.qmd
+++ b/site/guide/reporting/working-with-analytics.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 analytics"
date: last-modified
diff --git a/site/guide/shared/_work-with-filters.qmd b/site/guide/shared/_work-with-filters.qmd
index 8dde67357e..8158e3a46c 100644
--- a/site/guide/shared/_work-with-filters.qmd
+++ b/site/guide/shared/_work-with-filters.qmd
@@ -1,5 +1,5 @@
---
diff --git a/site/guide/shared/work-with-filters.qmd b/site/guide/shared/work-with-filters.qmd
index b91afd2732..87929e7a72 100644
--- a/site/guide/shared/work-with-filters.qmd
+++ b/site/guide/shared/work-with-filters.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Work with filters"
date: last-modified
diff --git a/site/guide/templates/_add-assessment-questions.qmd b/site/guide/templates/_add-assessment-questions.qmd
index 4db49343a3..c5ada9561f 100644
--- a/site/guide/templates/_add-assessment-questions.qmd
+++ b/site/guide/templates/_add-assessment-questions.qmd
@@ -1,5 +1,5 @@
diff --git a/site/guide/templates/_add-assessments.qmd b/site/guide/templates/_add-assessments.qmd
index 123341e6f6..28426474bf 100644
--- a/site/guide/templates/_add-assessments.qmd
+++ b/site/guide/templates/_add-assessments.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/_add-regulations-policies.qmd b/site/guide/templates/_add-regulations-policies.qmd
index edd250c673..94800f98ae 100644
--- a/site/guide/templates/_add-regulations-policies.qmd
+++ b/site/guide/templates/_add-regulations-policies.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/_add-text-blocks-via-outlines.qmd b/site/guide/templates/_add-text-blocks-via-outlines.qmd
index cb4446a1c9..b834e30221 100644
--- a/site/guide/templates/_add-text-blocks-via-outlines.qmd
+++ b/site/guide/templates/_add-text-blocks-via-outlines.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/_add-text-blocks.qmd b/site/guide/templates/_add-text-blocks.qmd
index 94b1b1d4d1..73516f8a51 100644
--- a/site/guide/templates/_add-text-blocks.qmd
+++ b/site/guide/templates/_add-text-blocks.qmd
@@ -1,5 +1,5 @@
To create a new text block via the block library:
diff --git a/site/guide/templates/_assessments.qmd b/site/guide/templates/_assessments.qmd
index bcdfa4cae6..6a41ce22d8 100644
--- a/site/guide/templates/_assessments.qmd
+++ b/site/guide/templates/_assessments.qmd
@@ -1,5 +1,5 @@
Regulations and policies can contain multiple assessments. Assessments are composed of questions against which your document is checked.
\ No newline at end of file
diff --git a/site/guide/templates/_customize-document-templates.qmd b/site/guide/templates/_customize-document-templates.qmd
index fa4d9b2da4..854e3a2c20 100644
--- a/site/guide/templates/_customize-document-templates.qmd
+++ b/site/guide/templates/_customize-document-templates.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/_document-templates.qmd b/site/guide/templates/_document-templates.qmd
index 3dc3525a78..e9894de55f 100644
--- a/site/guide/templates/_document-templates.qmd
+++ b/site/guide/templates/_document-templates.qmd
@@ -1,5 +1,5 @@
Use {{< var vm.product >}}'s versioned document templates to ensure consistent and comprehensive model documentation, validation reports, ongoing monitoring reports, and other document types across all your models.
\ No newline at end of file
diff --git a/site/guide/templates/_duplicate-template.qmd b/site/guide/templates/_duplicate-template.qmd
index db6ca94a9f..8da5988fea 100644
--- a/site/guide/templates/_duplicate-template.qmd
+++ b/site/guide/templates/_duplicate-template.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/_duplicate-text-blocks.qmd b/site/guide/templates/_duplicate-text-blocks.qmd
index 85c0ba56d9..3d25feb6c2 100644
--- a/site/guide/templates/_duplicate-text-blocks.qmd
+++ b/site/guide/templates/_duplicate-text-blocks.qmd
@@ -1,5 +1,5 @@
To make a copy of an existing text block in your block library:
diff --git a/site/guide/templates/_regulations-policies.qmd b/site/guide/templates/_regulations-policies.qmd
index 7b430c7c51..c1623249d5 100644
--- a/site/guide/templates/_regulations-policies.qmd
+++ b/site/guide/templates/_regulations-policies.qmd
@@ -1,5 +1,5 @@
Regulations or policies contain assessments, a set of questions against which your document is checked.
\ No newline at end of file
diff --git a/site/guide/templates/_text-blocks.qmd b/site/guide/templates/_text-blocks.qmd
index ee459e6a09..a3b56db24d 100644
--- a/site/guide/templates/_text-blocks.qmd
+++ b/site/guide/templates/_text-blocks.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/_view-document-templates.qmd b/site/guide/templates/_view-document-templates.qmd
index bba82cc15e..7993b8d487 100644
--- a/site/guide/templates/_view-document-templates.qmd
+++ b/site/guide/templates/_view-document-templates.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/templates/customize-document-templates.qmd b/site/guide/templates/customize-document-templates.qmd
index 460367f489..9e3da18fdd 100644
--- a/site/guide/templates/customize-document-templates.qmd
+++ b/site/guide/templates/customize-document-templates.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize document templates"
date: last-modified
diff --git a/site/guide/templates/customize-virtual-document-validator.qmd b/site/guide/templates/customize-virtual-document-validator.qmd
index f8818a04f0..dfb5ca4220 100644
--- a/site/guide/templates/customize-virtual-document-validator.qmd
+++ b/site/guide/templates/customize-virtual-document-validator.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customize {{< var validmind.checker >}}"
date: last-modified
diff --git a/site/guide/templates/manage-document-templates.qmd b/site/guide/templates/manage-document-templates.qmd
index aaaa11378f..c124aaaa3a 100644
--- a/site/guide/templates/manage-document-templates.qmd
+++ b/site/guide/templates/manage-document-templates.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage document templates"
date: last-modified
diff --git a/site/guide/templates/manage-document-types.qmd b/site/guide/templates/manage-document-types.qmd
index 581b9c0d73..5d6d3e8405 100644
--- a/site/guide/templates/manage-document-types.qmd
+++ b/site/guide/templates/manage-document-types.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage document types"
date: last-modified
diff --git a/site/guide/templates/manage-model-documents.qmd b/site/guide/templates/manage-model-documents.qmd
index 9c4b17dd79..c5ced6b752 100644
--- a/site/guide/templates/manage-model-documents.qmd
+++ b/site/guide/templates/manage-model-documents.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage model documents"
date: last-modified
diff --git a/site/guide/templates/manage-text-block-library.qmd b/site/guide/templates/manage-text-block-library.qmd
index aa6a75c095..ad3f0861d2 100644
--- a/site/guide/templates/manage-text-block-library.qmd
+++ b/site/guide/templates/manage-text-block-library.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage text block library"
date: last-modified
diff --git a/site/guide/templates/working-with-document-templates.qmd b/site/guide/templates/working-with-document-templates.qmd
index df46867bb5..e01f6ec28e 100644
--- a/site/guide/templates/working-with-document-templates.qmd
+++ b/site/guide/templates/working-with-document-templates.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 document templates"
date: last-modified
diff --git a/site/guide/templates/working-with-model-documents.qmd b/site/guide/templates/working-with-model-documents.qmd
index 707e7df8c1..98b8d61e2b 100644
--- a/site/guide/templates/working-with-model-documents.qmd
+++ b/site/guide/templates/working-with-model-documents.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 model documents"
date: last-modified
diff --git a/site/guide/workflows/_abort-workflows.qmd b/site/guide/workflows/_abort-workflows.qmd
index 3d9c8cf451..62ad11b3be 100644
--- a/site/guide/workflows/_abort-workflows.qmd
+++ b/site/guide/workflows/_abort-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_add-model-stages.qmd b/site/guide/workflows/_add-model-stages.qmd
index 6c24038d1e..f2ae204643 100644
--- a/site/guide/workflows/_add-model-stages.qmd
+++ b/site/guide/workflows/_add-model-stages.qmd
@@ -1,5 +1,5 @@
1. In the left sidebar, click **{{< fa gear >}} Settings**.
diff --git a/site/guide/workflows/_add-new-workflows.qmd b/site/guide/workflows/_add-new-workflows.qmd
index 89921e0f64..827fbb3d74 100644
--- a/site/guide/workflows/_add-new-workflows.qmd
+++ b/site/guide/workflows/_add-new-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_conditional-requirements.qmd b/site/guide/workflows/_conditional-requirements.qmd
index a3eceee5d9..fdccf8ada4 100644
--- a/site/guide/workflows/_conditional-requirements.qmd
+++ b/site/guide/workflows/_conditional-requirements.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_configure-model-stages.qmd b/site/guide/workflows/_configure-model-stages.qmd
index 22c7b32000..7eed4b7ab4 100644
--- a/site/guide/workflows/_configure-model-stages.qmd
+++ b/site/guide/workflows/_configure-model-stages.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_configure-workflow-steps.qmd b/site/guide/workflows/_configure-workflow-steps.qmd
index ac79b8cdc2..db18079854 100644
--- a/site/guide/workflows/_configure-workflow-steps.qmd
+++ b/site/guide/workflows/_configure-workflow-steps.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_configure-workflows.qmd b/site/guide/workflows/_configure-workflows.qmd
index cbd4b03cdc..dfa2f6fee1 100644
--- a/site/guide/workflows/_configure-workflows.qmd
+++ b/site/guide/workflows/_configure-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_initiate-workflows.qmd b/site/guide/workflows/_initiate-workflows.qmd
index dbe1d409f0..2561b9d105 100644
--- a/site/guide/workflows/_initiate-workflows.qmd
+++ b/site/guide/workflows/_initiate-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_link-workflow-together.qmd b/site/guide/workflows/_link-workflow-together.qmd
index b07af38843..da8bc6a78f 100644
--- a/site/guide/workflows/_link-workflow-together.qmd
+++ b/site/guide/workflows/_link-workflow-together.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_reset-workflows.qmd b/site/guide/workflows/_reset-workflows.qmd
index 579843739d..b8403f5393 100644
--- a/site/guide/workflows/_reset-workflows.qmd
+++ b/site/guide/workflows/_reset-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_review-active-workflows.qmd b/site/guide/workflows/_review-active-workflows.qmd
index e869500d6c..1a4bfd75b2 100644
--- a/site/guide/workflows/_review-active-workflows.qmd
+++ b/site/guide/workflows/_review-active-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_review-workflow-history.qmd b/site/guide/workflows/_review-workflow-history.qmd
index 26ee991d7e..e018c9f896 100644
--- a/site/guide/workflows/_review-workflow-history.qmd
+++ b/site/guide/workflows/_review-workflow-history.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_set-up-workflows.qmd b/site/guide/workflows/_set-up-workflows.qmd
index 4c9c62fbeb..ff6eb6de2a 100644
--- a/site/guide/workflows/_set-up-workflows.qmd
+++ b/site/guide/workflows/_set-up-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_transition-workflow-examples.qmd b/site/guide/workflows/_transition-workflow-examples.qmd
index f52c591ad7..b1be35ae83 100644
--- a/site/guide/workflows/_transition-workflow-examples.qmd
+++ b/site/guide/workflows/_transition-workflow-examples.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_transition-workflows.qmd b/site/guide/workflows/_transition-workflows.qmd
index 6f1aef50f1..886f03d359 100644
--- a/site/guide/workflows/_transition-workflows.qmd
+++ b/site/guide/workflows/_transition-workflows.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_workflow-states.qmd b/site/guide/workflows/_workflow-states.qmd
index 53923448e3..fb42594997 100644
--- a/site/guide/workflows/_workflow-states.qmd
+++ b/site/guide/workflows/_workflow-states.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/_workflow-step-types.qmd b/site/guide/workflows/_workflow-step-types.qmd
index a03ada4263..f3ddf1fdc9 100644
--- a/site/guide/workflows/_workflow-step-types.qmd
+++ b/site/guide/workflows/_workflow-step-types.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/guide/workflows/conditional-requirements.qmd b/site/guide/workflows/conditional-requirements.qmd
index 9f781049c9..26b1c2a8af 100644
--- a/site/guide/workflows/conditional-requirements.qmd
+++ b/site/guide/workflows/conditional-requirements.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Conditional requirements"
date: last-modified
diff --git a/site/guide/workflows/configure-workflows.qmd b/site/guide/workflows/configure-workflows.qmd
index ed76e88ebb..f69884b85d 100644
--- a/site/guide/workflows/configure-workflows.qmd
+++ b/site/guide/workflows/configure-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configure workflows"
date: last-modified
diff --git a/site/guide/workflows/introduction-to-workflows.qmd b/site/guide/workflows/introduction-to-workflows.qmd
index 3d6537d8cc..8970915e10 100644
--- a/site/guide/workflows/introduction-to-workflows.qmd
+++ b/site/guide/workflows/introduction-to-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Introduction to workflows"
date: last-modified
diff --git a/site/guide/workflows/manage-model-stages.qmd b/site/guide/workflows/manage-model-stages.qmd
index 11536cf7c7..2e473b48d8 100644
--- a/site/guide/workflows/manage-model-stages.qmd
+++ b/site/guide/workflows/manage-model-stages.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage model stages"
date: last-modified
diff --git a/site/guide/workflows/manage-workflow-tasks.qmd b/site/guide/workflows/manage-workflow-tasks.qmd
index 7d1f9b8578..2592b14e38 100644
--- a/site/guide/workflows/manage-workflow-tasks.qmd
+++ b/site/guide/workflows/manage-workflow-tasks.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage workflow tasks"
date: last-modified
diff --git a/site/guide/workflows/manage-workflows.qmd b/site/guide/workflows/manage-workflows.qmd
index aaa54e80a9..1ae776e73a 100644
--- a/site/guide/workflows/manage-workflows.qmd
+++ b/site/guide/workflows/manage-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Manage workflows"
date: last-modified
diff --git a/site/guide/workflows/setting-up-workflows.qmd b/site/guide/workflows/setting-up-workflows.qmd
index 5c2d949a94..0c5554c5a5 100644
--- a/site/guide/workflows/setting-up-workflows.qmd
+++ b/site/guide/workflows/setting-up-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Setting up workflows"
date: last-modified
diff --git a/site/guide/workflows/transition-workflows.qmd b/site/guide/workflows/transition-workflows.qmd
index 3efc47c6f3..aa6a82e73f 100644
--- a/site/guide/workflows/transition-workflows.qmd
+++ b/site/guide/workflows/transition-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Transition workflows"
date: last-modified
diff --git a/site/guide/workflows/workflow-configuration-examples.qmd b/site/guide/workflows/workflow-configuration-examples.qmd
index 7837cff2c7..1feaa50531 100644
--- a/site/guide/workflows/workflow-configuration-examples.qmd
+++ b/site/guide/workflows/workflow-configuration-examples.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Workflow configuration examples"
date: last-modified
diff --git a/site/guide/workflows/workflow-states.qmd b/site/guide/workflows/workflow-states.qmd
index 2524032a5f..e213aec0e1 100644
--- a/site/guide/workflows/workflow-states.qmd
+++ b/site/guide/workflows/workflow-states.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Workflow states"
date: last-modified
diff --git a/site/guide/workflows/workflow-step-types.qmd b/site/guide/workflows/workflow-step-types.qmd
index 987d6c652c..c5d00cbe87 100644
--- a/site/guide/workflows/workflow-step-types.qmd
+++ b/site/guide/workflows/workflow-step-types.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Workflow step types"
date: last-modified
diff --git a/site/guide/workflows/working-with-workflows.qmd b/site/guide/workflows/working-with-workflows.qmd
index cdc70d6078..0d5674a9fd 100644
--- a/site/guide/workflows/working-with-workflows.qmd
+++ b/site/guide/workflows/working-with-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# 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 workflows"
date: last-modified
diff --git a/site/index.qmd b/site/index.qmd
index 7c1049114a..4a3de325cf 100644
--- a/site/index.qmd
+++ b/site/index.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
pagetitle: "Welcome to our documentation"
page-layout: full
diff --git a/site/internal/testing.qmd b/site/internal/testing.qmd
index b7b3a47e4a..84292cb745 100644
--- a/site/internal/testing.qmd
+++ b/site/internal/testing.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Testing"
subtitle: "Internal use only"
diff --git a/site/notebooks.zip b/site/notebooks.zip
index bc59d5fe49..b944a4b345 100644
Binary files a/site/notebooks.zip and b/site/notebooks.zip differ
diff --git a/site/notebooks/EXECUTED/model_development/1-set_up_validmind.ipynb b/site/notebooks/EXECUTED/model_development/1-set_up_validmind.ipynb
index 604154b042..a42e05c064 100644
--- a/site/notebooks/EXECUTED/model_development/1-set_up_validmind.ipynb
+++ b/site/notebooks/EXECUTED/model_development/1-set_up_validmind.ipynb
@@ -437,6 +437,20 @@
"\n",
"Now that the ValidMind Library is connected to your model in the ValidMind Library with the correct template applied, we can go ahead and start the model development process: **[2 — Start the model development process](2-start_development_process.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "39c974f0",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_development/2-start_development_process.ipynb b/site/notebooks/EXECUTED/model_development/2-start_development_process.ipynb
index 82e5ec2041..c4b19ea852 100644
--- a/site/notebooks/EXECUTED/model_development/2-start_development_process.ipynb
+++ b/site/notebooks/EXECUTED/model_development/2-start_development_process.ipynb
@@ -986,6 +986,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library to run and log tests to provide evidence for your model documentation, let's learn how to incorporate your own custom tests into ValidMind: **[3 — Integrate custom tests](3-integrate_custom_tests.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_development/3-integrate_custom_tests.ipynb b/site/notebooks/EXECUTED/model_development/3-integrate_custom_tests.ipynb
index 775e6b144b..7966f7886c 100644
--- a/site/notebooks/EXECUTED/model_development/3-integrate_custom_tests.ipynb
+++ b/site/notebooks/EXECUTED/model_development/3-integrate_custom_tests.ipynb
@@ -965,6 +965,19 @@
"\n",
"Now that you're proficient at using the ValidMind Library to run and log tests, let's put the last pieces in place to prepare our fully documented sample model for review: **[4 — Finalize testing and documentation](4-finalize_testing_documentation.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_development/4-finalize_testing_documentation.ipynb b/site/notebooks/EXECUTED/model_development/4-finalize_testing_documentation.ipynb
index 5aae3b0f39..8e57366658 100644
--- a/site/notebooks/EXECUTED/model_development/4-finalize_testing_documentation.ipynb
+++ b/site/notebooks/EXECUTED/model_development/4-finalize_testing_documentation.ipynb
@@ -964,6 +964,19 @@
"- [Code samples](https://github.com/validmind/validmind-library/tree/main/notebooks/code_samples)\n",
"- [How-to guides](https://github.com/validmind/validmind-library/tree/main/notebooks/how_to)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_validation/1-set_up_validmind_for_validation.ipynb b/site/notebooks/EXECUTED/model_validation/1-set_up_validmind_for_validation.ipynb
index 043bda6df7..807d6caf9e 100644
--- a/site/notebooks/EXECUTED/model_validation/1-set_up_validmind_for_validation.ipynb
+++ b/site/notebooks/EXECUTED/model_validation/1-set_up_validmind_for_validation.ipynb
@@ -488,6 +488,20 @@
"\n",
"Now that the ValidMind Library is connected to your model in the ValidMind Library with the correct template applied, we can go ahead and start the model validation process: **[2 — Start the model validation process](2-start_validation_process.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47e90901",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_validation/2-start_validation_process.ipynb b/site/notebooks/EXECUTED/model_validation/2-start_validation_process.ipynb
index c0bae39f49..e6fb19454c 100644
--- a/site/notebooks/EXECUTED/model_validation/2-start_validation_process.ipynb
+++ b/site/notebooks/EXECUTED/model_validation/2-start_validation_process.ipynb
@@ -859,6 +859,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library, let's use it to develop a challenger model: **[3 — Developing a potential challenger model](3-developing_challenger_model.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_validation/3-developing_challenger_model.ipynb b/site/notebooks/EXECUTED/model_validation/3-developing_challenger_model.ipynb
index 3a2eb89f77..68398c09de 100644
--- a/site/notebooks/EXECUTED/model_validation/3-developing_challenger_model.ipynb
+++ b/site/notebooks/EXECUTED/model_validation/3-developing_challenger_model.ipynb
@@ -862,6 +862,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library to run and log validation tests, let's learn how to implement some custom tests and wrap up our validation: **[4 — Finalize validation and reporting](4-finalize_validation_reporting.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/EXECUTED/model_validation/4-finalize_validation_reporting.ipynb b/site/notebooks/EXECUTED/model_validation/4-finalize_validation_reporting.ipynb
index 933dd673f2..c5c5f94ea0 100644
--- a/site/notebooks/EXECUTED/model_validation/4-finalize_validation_reporting.ipynb
+++ b/site/notebooks/EXECUTED/model_validation/4-finalize_validation_reporting.ipynb
@@ -1197,6 +1197,19 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/_metadata.yml b/site/notebooks/_metadata.yml
index d753784c24..159dcf69a0 100644
--- a/site/notebooks/_metadata.yml
+++ b/site/notebooks/_metadata.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/notebooks/code_samples/agents/banking_test_dataset.py b/site/notebooks/code_samples/agents/banking_test_dataset.py
index a058e66907..bd2793169a 100644
--- a/site/notebooks/code_samples/agents/banking_test_dataset.py
+++ b/site/notebooks/code_samples/agents/banking_test_dataset.py
@@ -8,6 +8,7 @@
"input": "Analyze credit risk for a $50,000 personal loan application with $75,000 annual income, $1,200 monthly debt, and 720 credit score",
"expected_tools": ["credit_risk_analyzer"],
"possible_outputs": ["LOW RISK", "APPROVE", "risk score", "720", "probability of default", "2.5%"],
+ "expected_output": "LOW RISK", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "credit_risk"
},
@@ -15,6 +16,7 @@
"input": "Evaluate credit risk for a business loan of $250,000 with monthly revenue of $85,000 and existing debt of $45,000 and credit score of 650",
"expected_tools": ["credit_risk_analyzer"],
"possible_outputs": ["MEDIUM RISK", "HIGH RISK", "business loan", "debt service coverage ratio", "1.8", "annual revenue", "$1,020,000", "risk score", "650"],
+ "expected_output": "MEDIUM RISK", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "credit_risk"
},
@@ -24,6 +26,7 @@
# possible_outputs values relevant to account management
# Matches what _handle_check_balance would return for customer 12345 ("John Smith"), whose checking_balance is 2547.89 in the mock DB.
"possible_outputs": ["$2,547.89", "John Smith", "$2547.89"],
+ "expected_output": "$2,547.89", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "account_management"
},
@@ -31,6 +34,7 @@
"input": "Analyze fraud risk for a $15,000 wire transfer from customer 67890 to Nigeria",
"expected_tools": ["fraud_detection_system"],
"possible_outputs": ["REQUIRE VERIFICATION", "fraud score", "65", "geographic risk", "block transaction", "MEDIUM RISK"],
+ "expected_output": "REQUIRE VERIFICATION", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "fraud_detection"
},
@@ -38,6 +42,7 @@
"input": "Recommend banking products for customer 11111 with $150,000 in savings and 720 credit score",
"expected_tools": ["customer_account_manager"],
"possible_outputs": ["High-Yield Savings Account (2.5% APY)", "Personal Line of Credit up to $25,000"],
+ "expected_output": "High-Yield Savings Account (2.5% APY)", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "account_management"
},
@@ -45,13 +50,15 @@
"input": "Investigate suspicious transactions totaling $75,000 across multiple accounts in the last week",
"expected_tools": ["fraud_detection_system"],
"possible_outputs": ["Require additional verification", "Implement 24-hour delay for verification"],
+ "expected_output": "Require additional verification", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "fraud_detection"
},
{
"input": "Assess credit risk for a $1,000,000 commercial real estate loan with $500,000 annual business income",
"expected_tools": ["credit_risk_analyzer"],
- "possible_outputs": ["HIGH RISK", "VERY HIGH RISK","loan-to-value", "66.7%", "debt service coverage", "2.0"],
+ "possible_outputs": ["HIGH RISK", "VERY HIGH RISK", "loan-to-value", "66.7%", "debt service coverage", "2.0"],
+ "expected_output": "HIGH RISK", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "credit_risk"
},
@@ -59,6 +66,7 @@
"input": "Update customer contact information and address for account holder 22334",
"expected_tools": ["customer_account_manager"],
"possible_outputs": ["not found in system", "Customer ID 22334 not found in system.", "not found"],
+ "expected_output": "Customer ID 22334 not found in system.", # Example, adjust as needed
"session_id": str(uuid.uuid4()),
"category": "account_management"
}
diff --git a/site/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb b/site/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb
index 533b30c459..6f741793ad 100644
--- a/site/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb
+++ b/site/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb
@@ -44,8 +44,12 @@
" - [Dataframe Display Settings](#toc7_2_1__) \n",
"- [Banking Accuracy Test](#toc8__) \n",
"- [Banking Tool Call Accuracy Test](#toc9__) \n",
- "- [Scorers in ValidMind](#toc10__) \n",
- "- [Task Completion scorer](#toc11__) \n",
+ "- [Scorers in ValidMind](#toc10__)\n",
+ " - [Plan Quality Metric scorer](#toc10_1) \n",
+ " - [Plan Adherence Metric scorer](#toc10_2) \n",
+ " - [Tool Correctness Metric scorer](#toc10_3) \n",
+ " - [Argument Correctness Metric scorer](#toc10_4) \n",
+ " - [Task Completion scorer](#toc10_5) \n",
"- [RAGAS Tests for an Agent Evaluation](#toc12__) \n",
" - [Faithfulness](#toc12_1__) \n",
" - [Response Relevancy](#toc12_2__) \n",
@@ -154,7 +158,7 @@
"metadata": {},
"outputs": [],
"source": [
- "%pip install -q validmind langgraph"
+ "%pip install -q validmind "
]
},
{
@@ -231,7 +235,7 @@
" api_key=\"...\",\n",
" api_secret=\"...\",\n",
" model=\"...\",\n",
- ")\n"
+ ")"
]
},
{
@@ -455,7 +459,13 @@
" Choose and use tools wisely to provide the most helpful banking assistance.\n",
" \"\"\"\n",
"# Initialize the main LLM for banking responses\n",
- "main_llm = ChatOpenAI(model=\"gpt-4o-mini\", temperature=0.3)\n",
+ "main_llm = ChatOpenAI(\n",
+ " model=\"gpt-5-mini\",\n",
+ " reasoning={\n",
+ " \"effort\": \"low\",\n",
+ " \"summary\": \"auto\"\n",
+ " }\n",
+ ")\n",
"# Bind all banking tools to the main LLM\n",
"llm_with_tools = main_llm.bind_tools(AVAILABLE_TOOLS)\n",
"\n",
@@ -539,7 +549,7 @@
"outputs": [],
"source": [
"from validmind.models import Prompt\n",
- "\n",
+ "from validmind.scorer.llm.deepeval import extract_tool_calls_from_agent_output, _convert_to_tool_call_list\n",
"def banking_agent_fn(input):\n",
" \"\"\"\n",
" Invoke the banking agent with the given input.\n",
@@ -578,7 +588,13 @@
" tool_calls_found.append(tool_call.name)\n",
"\n",
"\n",
- " return {\"prediction\": result['messages'][-1].content, \"output\": result, \"tool_messages\": [tool_message], \"tool_calls\": tool_calls_found}\n",
+ " return {\n",
+ " \"prediction\": result['messages'][-1].content[0]['text'],\n",
+ " \"output\": result,\n",
+ " \"tool_messages\": [tool_message],\n",
+ " # \"tool_calls\": tool_calls_found,\n",
+ " \"tool_called\": _convert_to_tool_call_list(extract_tool_calls_from_agent_output(result))\n",
+ " }\n",
" except Exception as e:\n",
" # Return a fallback response if the agent fails\n",
" error_message = f\"\"\"I apologize, but I encountered an error while processing your banking request: {str(e)}.\n",
@@ -720,7 +736,7 @@
"\n",
"vm_test_dataset = vm.init_dataset(\n",
" input_id=\"banking_test_dataset\",\n",
- " dataset=banking_test_dataset,\n",
+ " dataset=banking_test_dataset.sample(2),\n",
" text_column=\"input\",\n",
" target_column=\"possible_outputs\",\n",
")\n",
@@ -755,28 +771,6 @@
"vm_test_dataset._df.head()"
]
},
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "\n",
- "\n",
- "#### Dataframe Display Settings"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# pd.set_option('display.max_colwidth', 40)\n",
- "# pd.set_option('display.width', 120)\n",
- "# pd.set_option('display.max_colwidth', None)\n",
- "# print(\"Banking Test Dataset with Predictions:\")\n",
- "# vm_test_dataset._df.head()"
- ]
- },
{
"cell_type": "markdown",
"metadata": {},
@@ -977,10 +971,155 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "\n",
+ "\n",
+ "\n",
+ "### AI Agent Evaluation Metrics\n",
+ "\n",
+ "AI agent evaluation metrics are specialized measurements designed to assess how well autonomous LLM-based agents reason, plan, select and execute tools, and ultimately complete user tasks by analyzing the **full execution trace**—including reasoning steps, tool calls, intermediate decisions, and outcomes—rather than just single input–output pairs.\n",
+ "\n",
+ "These metrics are essential because agent failures often occur in ways traditional LLM metrics miss (e.g., choosing the right tool with wrong arguments, creating a good plan but not following it, or completing a task inefficiently).\n",
+ "\n",
+ "**DeepEval’s AI agent evaluation framework** breaks evaluation into three layers with corresponding metric categories:\n",
+ "\n",
+ "1. **Reasoning Layer** – Evaluates planning and strategy generation:\n",
+ "\n",
+ " * *PlanQualityMetric* – how logical, complete, and efficient the agent’s plan is\n",
+ " * *PlanAdherenceMetric* – whether the agent follows its own plan during execution \n",
+ "\n",
+ "2. **Action Layer** – Assesses tool usage and argument generation:\n",
+ "\n",
+ " * *ToolCorrectnessMetric* – whether the agent selects and calls the right tools\n",
+ " * *ArgumentCorrectnessMetric* – whether the agent generates correct tool arguments\n",
+ "\n",
+ "3. **Execution Layer** – Measures end-to-end performance:\n",
+ "\n",
+ " * *TaskCompletionMetric* – whether the agent successfully completes the intended task\n",
+ " * *StepEfficiencyMetric* – whether the agent avoids unnecessary or redundant steps\n",
+ "\n",
+ "Together, these metrics enable granular diagnosis of agent behavior, help pinpoint where failures occur (reasoning, action, or execution), and support both development benchmarking and production monitoring."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
"\n",
- "## Task Completion scorer\n",
+ "#### **Reasoning Layer**\n",
+ "#### PlanQualityMetric\n",
+ "Let's measures how well the agent generates a plan before acting. A high score means the plan is logical, complete, and efficient."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
"\n",
+ "vm_test_dataset.assign_scores(\n",
+ " metrics = \"validmind.scorer.llm.deepeval.PlanQuality\",\n",
+ " input_column = \"input\",\n",
+ " actual_output_column = \"banking_agent_model_prediction\",\n",
+ " tools_called_column = \"banking_agent_model_tool_called\",\n",
+ " agent_output_column = \"banking_agent_model_output\",\n",
+ ")\n",
+ "vm_test_dataset._df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "#### PlanAdherenceMetric\n",
+ "Let's checks whether the agent follows the plan it created. Deviations lower this score and indicate gaps between reasoning and execution."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "vm_test_dataset.assign_scores(\n",
+ " metrics = \"validmind.scorer.llm.deepeval.PlanAdherence\",\n",
+ " input_column = \"input\",\n",
+ " actual_output_column = \"banking_agent_model_prediction\",\n",
+ " expected_output_column = \"expected_output\",\n",
+ " tools_called_column = \"banking_agent_model_tool_called\",\n",
+ " agent_output_column = \"banking_agent_model_output\",\n",
+ "\n",
+ ")\n",
+ "vm_test_dataset._df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "#### **Action Layer**\n",
+ "#### ToolCorrectnessMetric\n",
+ "Let's evaluates if the agent selects the appropriate tool for the task. Choosing the wrong tool reduces performance even if reasoning was correct."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "vm_test_dataset.assign_scores(\n",
+ " metrics = \"validmind.scorer.llm.deepeval.ToolCorrectness\",\n",
+ " input_column = \"input\",\n",
+ " actual_output_column = \"banking_agent_model_prediction\",\n",
+ " tools_called_column = \"banking_agent_model_tool_called\",\n",
+ " expected_tools_column = \"expected_tools\",\n",
+ " agent_output_column = \"banking_agent_model_output\",\n",
+ "\n",
+ ")\n",
+ "vm_test_dataset._df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "#### ArgumentCorrectnessMetric\n",
+ "Let's assesses whether the agent provides correct inputs or arguments to the selected tool. Incorrect arguments can lead to failed or unexpected results."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "vm_test_dataset.assign_scores(\n",
+ " metrics = \"validmind.scorer.llm.deepeval.ArgumentCorrectness\",\n",
+ " input_column = \"input\",\n",
+ " actual_output_column = \"banking_agent_model_prediction\",\n",
+ " tools_called_column = \"banking_agent_model_tool_called\",\n",
+ " agent_output_column = \"banking_agent_model_output\",\n",
+ "\n",
+ ")\n",
+ "vm_test_dataset._df.head()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "#### **Execution Layer**\n",
+ "#### TaskCompletionMetric\n",
"The TaskCompletion test evaluates whether our banking agent successfully completes the requested tasks by analyzing its outputs and tool usage. This metric assesses the agent's ability to understand user requests, execute appropriate actions, and provide complete responses that address the original query. The test provides a score between 0-1 along with detailed feedback on task completion quality."
]
},
@@ -992,12 +1131,13 @@
"source": [
"vm_test_dataset.assign_scores(\n",
" metrics = \"validmind.scorer.llm.deepeval.TaskCompletion\",\n",
- " input_column=\"input\",\n",
- " tools_called_column=\"tools_called\",\n",
- " actual_output_column=\"banking_agent_model_prediction\",\n",
- " agent_output_column=\"banking_agent_model_output\"\n",
- " )\n",
- "vm_test_dataset._df.head(2)"
+ " input_column = \"input\",\n",
+ " actual_output_column = \"banking_agent_model_prediction\",\n",
+ " agent_output_column = \"banking_agent_model_output\",\n",
+ " tools_called_column = \"banking_agent_model_tool_called\",\n",
+ "\n",
+ ")\n",
+ "vm_test_dataset._df.head()"
]
},
{
@@ -1319,11 +1459,24 @@
"\n",
"Your banking AI agent is now ready to handle real-world banking scenarios while maintaining regulatory compliance and risk management best practices!"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
"kernelspec": {
- "display_name": "ValidMind Library",
+ "display_name": "ValidMind (Poetry)",
"language": "python",
"name": "validmind"
},
diff --git a/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb b/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
index 78dd8b0df2..47e81ac1c0 100644
--- a/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
+++ b/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
@@ -2058,6 +2058,20 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "adb15089",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb b/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
index d83acb12e4..cf6881d21e 100644
--- a/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
+++ b/site/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
@@ -1288,6 +1288,20 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cab6911c",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb b/site/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb
index 742fb63d7f..c770872b6f 100644
--- a/site/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb
+++ b/site/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb
@@ -820,6 +820,19 @@
" content_id=\"issues_and_improvements_log\"\n",
")"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb b/site/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
index dc1fb6da39..ed848457e5 100644
--- a/site/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
+++ b/site/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
@@ -340,6 +340,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb b/site/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
index db1a8de582..5e3f04529f 100644
--- a/site/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
+++ b/site/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
@@ -860,6 +860,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb b/site/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
index 3a291fc4c0..18ad434543 100644
--- a/site/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
+++ b/site/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
@@ -1505,6 +1505,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb b/site/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
index 2bf80c94db..6fdf3d523f 100644
--- a/site/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
+++ b/site/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
@@ -1955,6 +1955,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb b/site/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb
index 1943886923..5602777c25 100644
--- a/site/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb
+++ b/site/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb
@@ -964,6 +964,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb b/site/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
index 4b2a669f7f..8988dcd0ae 100644
--- a/site/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
+++ b/site/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
@@ -1053,6 +1053,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb b/site/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
index 13f6f6a999..b8733b9818 100644
--- a/site/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
+++ b/site/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
@@ -953,6 +953,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb b/site/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb
index 64dcfa5f48..c10a0bd979 100644
--- a/site/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb
+++ b/site/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb
@@ -1834,6 +1834,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
index 087930fc36..3da6b8e3fb 100644
--- a/site/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
@@ -456,6 +456,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
index 1e03a1ec0c..82e910fe58 100644
--- a/site/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
@@ -503,6 +503,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
index d08b695127..825a225d5b 100644
--- a/site/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
@@ -440,6 +440,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
index 1d116403fc..8ce761d0ea 100644
--- a/site/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
@@ -461,6 +461,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
index 77c3f77e9d..49f979ceb0 100644
--- a/site/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
@@ -978,6 +978,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
index a24ea3ef19..6e355c3ca5 100644
--- a/site/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
@@ -511,6 +511,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb
index ec22b271fc..14ee7cd4a1 100644
--- a/site/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb
@@ -1815,6 +1815,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb b/site/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
index 05885b68c2..4222911e83 100644
--- a/site/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
+++ b/site/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
@@ -1639,6 +1639,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb b/site/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
index 951de571ff..9763001c0e 100644
--- a/site/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
+++ b/site/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
@@ -1317,6 +1317,19 @@
" \n",
" print(f\"{metric_name:<15}: {value:.4f}\")\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb b/site/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
index 0d52d9e7f4..520058e856 100644
--- a/site/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
+++ b/site/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
@@ -844,6 +844,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb b/site/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
index 2a7b9605f4..8f70b4811d 100644
--- a/site/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
+++ b/site/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
@@ -545,6 +545,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb b/site/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
index 7ce7a9255f..fa8cff0ebe 100644
--- a/site/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
+++ b/site/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
@@ -707,6 +707,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb b/site/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
index 91bea4bae5..bc3a55d0c9 100644
--- a/site/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
+++ b/site/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
@@ -965,6 +965,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/assign_scores_complete_tutorial.ipynb b/site/notebooks/how_to/assign_scores_complete_tutorial.ipynb
index 023243a445..f8af3393bd 100644
--- a/site/notebooks/how_to/assign_scores_complete_tutorial.ipynb
+++ b/site/notebooks/how_to/assign_scores_complete_tutorial.ipynb
@@ -771,6 +771,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/configure_dataset_features.ipynb b/site/notebooks/how_to/configure_dataset_features.ipynb
index c8a5fab149..13c9e0896b 100644
--- a/site/notebooks/how_to/configure_dataset_features.ipynb
+++ b/site/notebooks/how_to/configure_dataset_features.ipynb
@@ -429,6 +429,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/customize_test_result_descriptions.ipynb b/site/notebooks/how_to/customize_test_result_descriptions.ipynb
index 6bf6825e84..b81f97488c 100644
--- a/site/notebooks/how_to/customize_test_result_descriptions.ipynb
+++ b/site/notebooks/how_to/customize_test_result_descriptions.ipynb
@@ -999,6 +999,19 @@
"\n",
"Use `test_description` and `additional_context` parameters to anchor test results descriptions in your specific domain and business context, preventing the LLM from generating generic or inappropriate interpretations. Then use `instructions` to explicitly direct the LLM to ground its analysis in this provided context, such as \"Base all recommendations on the thresholds specified in the additional context section\" or \"Interpret all metrics according to the test description provided.\""
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb b/site/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
index c0067b39ad..42bc0a8055 100644
--- a/site/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
+++ b/site/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
@@ -580,6 +580,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/enable_pii_detection.ipynb b/site/notebooks/how_to/enable_pii_detection.ipynb
index a7e1232868..a1dc943c0d 100644
--- a/site/notebooks/how_to/enable_pii_detection.ipynb
+++ b/site/notebooks/how_to/enable_pii_detection.ipynb
@@ -597,6 +597,20 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f1e696a9",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/explore_test_suites.ipynb b/site/notebooks/how_to/explore_test_suites.ipynb
index cca060b94e..3e75eff10c 100644
--- a/site/notebooks/how_to/explore_test_suites.ipynb
+++ b/site/notebooks/how_to/explore_test_suites.ipynb
@@ -685,13 +685,26 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "ValidMind Library",
"language": "python",
- "name": "python3"
+ "name": "validmind"
},
"language_info": {
"codemirror_mode": {
@@ -703,7 +716,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.13"
+ "version": "3.10.13"
}
},
"nbformat": 4,
diff --git a/site/notebooks/how_to/explore_tests.ipynb b/site/notebooks/how_to/explore_tests.ipynb
index 2ce32b10a1..27119aacd1 100644
--- a/site/notebooks/how_to/explore_tests.ipynb
+++ b/site/notebooks/how_to/explore_tests.ipynb
@@ -4384,6 +4384,19 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind.\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/filter_input_columns.ipynb b/site/notebooks/how_to/filter_input_columns.ipynb
index 7289ab7457..5c8b2ce093 100644
--- a/site/notebooks/how_to/filter_input_columns.ipynb
+++ b/site/notebooks/how_to/filter_input_columns.ipynb
@@ -61,6 +61,19 @@
"\n",
"# notice that only the column \"col1\" is shown in the test result"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/load_datasets_predictions.ipynb b/site/notebooks/how_to/load_datasets_predictions.ipynb
index a34fa03c46..c10eb88dc4 100644
--- a/site/notebooks/how_to/load_datasets_predictions.ipynb
+++ b/site/notebooks/how_to/load_datasets_predictions.ipynb
@@ -1014,6 +1014,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/log_metrics_over_time.ipynb b/site/notebooks/how_to/log_metrics_over_time.ipynb
index 831fdde6c8..53b3ee6ee0 100644
--- a/site/notebooks/how_to/log_metrics_over_time.ipynb
+++ b/site/notebooks/how_to/log_metrics_over_time.ipynb
@@ -916,6 +916,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/run_documentation_sections.ipynb b/site/notebooks/how_to/run_documentation_sections.ipynb
index 2b653a95bf..0cfda9183f 100644
--- a/site/notebooks/how_to/run_documentation_sections.ipynb
+++ b/site/notebooks/how_to/run_documentation_sections.ipynb
@@ -552,6 +552,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/run_documentation_tests_with_config.ipynb b/site/notebooks/how_to/run_documentation_tests_with_config.ipynb
index 2d8d0c4393..d93dfa534d 100644
--- a/site/notebooks/how_to/run_documentation_tests_with_config.ipynb
+++ b/site/notebooks/how_to/run_documentation_tests_with_config.ipynb
@@ -677,6 +677,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb b/site/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
index 480d96006d..cbab7460b2 100644
--- a/site/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
+++ b/site/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
@@ -564,6 +564,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb b/site/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
index 0d2691934d..7b8d8878ef 100644
--- a/site/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
+++ b/site/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
@@ -748,6 +748,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb b/site/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
index 40f4a9239d..0eeb52e62c 100644
--- a/site/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
+++ b/site/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
@@ -529,6 +529,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/run_unit_metrics.ipynb b/site/notebooks/how_to/run_unit_metrics.ipynb
index 3bfe9d098d..29f367d37b 100644
--- a/site/notebooks/how_to/run_unit_metrics.ipynb
+++ b/site/notebooks/how_to/run_unit_metrics.ipynb
@@ -753,6 +753,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/understand_utilize_rawdata.ipynb b/site/notebooks/how_to/understand_utilize_rawdata.ipynb
index 93d664a7c6..a48e602a63 100644
--- a/site/notebooks/how_to/understand_utilize_rawdata.ipynb
+++ b/site/notebooks/how_to/understand_utilize_rawdata.ipynb
@@ -699,6 +699,20 @@
"source": [
"result_cm.raw_data.inspect()"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "16d292fe",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/how_to/use_dataset_model_objects.ipynb b/site/notebooks/how_to/use_dataset_model_objects.ipynb
index 0f174db8e7..b491ebb412 100644
--- a/site/notebooks/how_to/use_dataset_model_objects.ipynb
+++ b/site/notebooks/how_to/use_dataset_model_objects.ipynb
@@ -963,6 +963,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/quickstart/quickstart_model_documentation.ipynb b/site/notebooks/quickstart/quickstart_model_documentation.ipynb
index 483f026f0c..75dd433292 100644
--- a/site/notebooks/quickstart/quickstart_model_documentation.ipynb
+++ b/site/notebooks/quickstart/quickstart_model_documentation.ipynb
@@ -849,6 +849,20 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "09c906f3",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/quickstart/quickstart_model_validation.ipynb b/site/notebooks/quickstart/quickstart_model_validation.ipynb
index dcd33da344..f9470bd705 100644
--- a/site/notebooks/quickstart/quickstart_model_validation.ipynb
+++ b/site/notebooks/quickstart/quickstart_model_validation.ipynb
@@ -1170,6 +1170,20 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f33d4214",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_development/1-set_up_validmind.ipynb b/site/notebooks/tutorials/model_development/1-set_up_validmind.ipynb
index 604154b042..a42e05c064 100644
--- a/site/notebooks/tutorials/model_development/1-set_up_validmind.ipynb
+++ b/site/notebooks/tutorials/model_development/1-set_up_validmind.ipynb
@@ -437,6 +437,20 @@
"\n",
"Now that the ValidMind Library is connected to your model in the ValidMind Library with the correct template applied, we can go ahead and start the model development process: **[2 — Start the model development process](2-start_development_process.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "39c974f0",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_development/2-start_development_process.ipynb b/site/notebooks/tutorials/model_development/2-start_development_process.ipynb
index 82e5ec2041..c4b19ea852 100644
--- a/site/notebooks/tutorials/model_development/2-start_development_process.ipynb
+++ b/site/notebooks/tutorials/model_development/2-start_development_process.ipynb
@@ -986,6 +986,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library to run and log tests to provide evidence for your model documentation, let's learn how to incorporate your own custom tests into ValidMind: **[3 — Integrate custom tests](3-integrate_custom_tests.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb b/site/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
index 775e6b144b..7966f7886c 100644
--- a/site/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
+++ b/site/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
@@ -965,6 +965,19 @@
"\n",
"Now that you're proficient at using the ValidMind Library to run and log tests, let's put the last pieces in place to prepare our fully documented sample model for review: **[4 — Finalize testing and documentation](4-finalize_testing_documentation.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb b/site/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb
index 5aae3b0f39..8e57366658 100644
--- a/site/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb
+++ b/site/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb
@@ -964,6 +964,19 @@
"- [Code samples](https://github.com/validmind/validmind-library/tree/main/notebooks/code_samples)\n",
"- [How-to guides](https://github.com/validmind/validmind-library/tree/main/notebooks/how_to)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb b/site/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb
index 043bda6df7..807d6caf9e 100644
--- a/site/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb
+++ b/site/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb
@@ -488,6 +488,20 @@
"\n",
"Now that the ValidMind Library is connected to your model in the ValidMind Library with the correct template applied, we can go ahead and start the model validation process: **[2 — Start the model validation process](2-start_validation_process.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47e90901",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_validation/2-start_validation_process.ipynb b/site/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
index c0bae39f49..e6fb19454c 100644
--- a/site/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
+++ b/site/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
@@ -859,6 +859,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library, let's use it to develop a challenger model: **[3 — Developing a potential challenger model](3-developing_challenger_model.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb b/site/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
index 3a2eb89f77..68398c09de 100644
--- a/site/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
+++ b/site/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
@@ -862,6 +862,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library to run and log validation tests, let's learn how to implement some custom tests and wrap up our validation: **[4 — Finalize validation and reporting](4-finalize_validation_reporting.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb b/site/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb
index 933dd673f2..c5c5f94ea0 100644
--- a/site/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb
+++ b/site/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb
@@ -1197,6 +1197,19 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/site/reference/validmind-rest-api-vm.qmd b/site/reference/validmind-rest-api-vm.qmd
index a4fa8dca4c..a52fe3150b 100644
--- a/site/reference/validmind-rest-api-vm.qmd
+++ b/site/reference/validmind-rest-api-vm.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "{{< var vm.product >}} Public REST API"
date: last-modified
diff --git a/site/reference/vm-api.qmd b/site/reference/vm-api.qmd
index 34dcf078e8..12a0bac64b 100644
--- a/site/reference/vm-api.qmd
+++ b/site/reference/vm-api.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title-block-style: none
sidebar: false
diff --git a/site/scripts/copyright.txt b/site/scripts/copyright.txt
index f167173da3..4b792efb61 100644
--- a/site/scripts/copyright.txt
+++ b/site/scripts/copyright.txt
@@ -1,3 +1,3 @@
Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-See the LICENSE file in the root of this repository for details.
+Refer to the LICENSE file in the root of this repository for details.
SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/site/support/_submit-feedback.qmd b/site/support/_submit-feedback.qmd
index b4bee82e24..605b5f2ba8 100644
--- a/site/support/_submit-feedback.qmd
+++ b/site/support/_submit-feedback.qmd
@@ -1,5 +1,5 @@
::: {.attn}
diff --git a/site/support/support.qmd b/site/support/support.qmd
index 4ad917d15f..06755c427a 100644
--- a/site/support/support.qmd
+++ b/site/support/support.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Support"
date: last-modified
diff --git a/site/support/troubleshooting.qmd b/site/support/troubleshooting.qmd
index 5b5ef76644..b420b42c7b 100644
--- a/site/support/troubleshooting.qmd
+++ b/site/support/troubleshooting.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Troubleshooting"
date: last-modified
diff --git a/site/tests/_metadata.yml b/site/tests/_metadata.yml
index d753784c24..159dcf69a0 100644
--- a/site/tests/_metadata.yml
+++ b/site/tests/_metadata.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/training/_compatibility.qmd b/site/training/_compatibility.qmd
index 0b8dea5fdd..0ff90adb91 100644
--- a/site/training/_compatibility.qmd
+++ b/site/training/_compatibility.qmd
@@ -1,5 +1,5 @@
[browser compatibility]{.smallcaps .pink}
diff --git a/site/training/_metadata.yml b/site/training/_metadata.yml
index 2e1db993f8..22975000e1 100644
--- a/site/training/_metadata.yml
+++ b/site/training/_metadata.yml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
format:
diff --git a/site/training/_sidebar.yaml b/site/training/_sidebar.yaml
index bfce11d875..d7ab93a6f0 100644
--- a/site/training/_sidebar.yaml
+++ b/site/training/_sidebar.yaml
@@ -1,5 +1,5 @@
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
website:
diff --git a/site/training/_training-register.qmd b/site/training/_training-register.qmd
index 35ba347bfa..0f7da3631c 100644
--- a/site/training/_training-register.qmd
+++ b/site/training/_training-register.qmd
@@ -1,5 +1,5 @@
## {{< fa graduation-cap >}} Register
diff --git a/site/training/_training-support.qmd b/site/training/_training-support.qmd
index 2a8762cdad..4caf3101f8 100644
--- a/site/training/_training-support.qmd
+++ b/site/training/_training-support.qmd
@@ -1,5 +1,5 @@
::: {.column-screen}
diff --git a/site/training/administrator-fundamentals/_invite-new-user.qmd b/site/training/administrator-fundamentals/_invite-new-user.qmd
index 884db457db..c45409febd 100644
--- a/site/training/administrator-fundamentals/_invite-new-user.qmd
+++ b/site/training/administrator-fundamentals/_invite-new-user.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible unless-format="revealjs"}
diff --git a/site/training/administrator-fundamentals/administrator-fundamentals-register.qmd b/site/training/administrator-fundamentals/administrator-fundamentals-register.qmd
index 4e55090712..a032ea8ca9 100644
--- a/site/training/administrator-fundamentals/administrator-fundamentals-register.qmd
+++ b/site/training/administrator-fundamentals/administrator-fundamentals-register.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Administrator Fundamentals"
subtitle: For {{< var vm.product >}}
diff --git a/site/training/administrator-fundamentals/customizing-your-model-inventory.qmd b/site/training/administrator-fundamentals/customizing-your-model-inventory.qmd
index 6261da77f9..7f6c09406f 100644
--- a/site/training/administrator-fundamentals/customizing-your-model-inventory.qmd
+++ b/site/training/administrator-fundamentals/customizing-your-model-inventory.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Customizing Your
Model Inventory"
subtitle: "Administrator Fundamentals — Module 2 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/administrator-fundamentals/onboarding-your-organization.qmd b/site/training/administrator-fundamentals/onboarding-your-organization.qmd
index 15ce224d66..24e4b1779c 100644
--- a/site/training/administrator-fundamentals/onboarding-your-organization.qmd
+++ b/site/training/administrator-fundamentals/onboarding-your-organization.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Onboarding
Your Organization"
subtitle: "Administrator Fundamentals — Module 1 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd b/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd
index b6d6cd7471..26e8438d95 100644
--- a/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd
+++ b/site/training/administrator-fundamentals/organizational-oversight-reporting.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Organizational Oversight
& Reporting"
subtitle: "Administrator Fundamentals — Module 4 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/administrator-fundamentals/using-validmind-for-model-risk-management.qmd b/site/training/administrator-fundamentals/using-validmind-for-model-risk-management.qmd
index fbbb7957e6..6ce4df177b 100644
--- a/site/training/administrator-fundamentals/using-validmind-for-model-risk-management.qmd
+++ b/site/training/administrator-fundamentals/using-validmind-for-model-risk-management.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Using {{< var vm.product >}} for
Model Risk Management"
subtitle: "Administrator Fundamentals — Module 3 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/ai-governance/ai-governance-register.qmd b/site/training/ai-governance/ai-governance-register.qmd
index 1376395270..d2d93004f9 100644
--- a/site/training/ai-governance/ai-governance-register.qmd
+++ b/site/training/ai-governance/ai-governance-register.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "AI Governance"
subtitle: For {{< var vm.product >}}
diff --git a/site/training/ai-governance/compliance-and-oversight.qmd b/site/training/ai-governance/compliance-and-oversight.qmd
index e33183a5c7..a3013e1fd4 100644
--- a/site/training/ai-governance/compliance-and-oversight.qmd
+++ b/site/training/ai-governance/compliance-and-oversight.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Compliance and
Oversight"
subtitle: "AI Governance — Module 4 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/ai-governance/configuring-ai-workflows.qmd b/site/training/ai-governance/configuring-ai-workflows.qmd
index 93a77174c6..a57f331856 100644
--- a/site/training/ai-governance/configuring-ai-workflows.qmd
+++ b/site/training/ai-governance/configuring-ai-workflows.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Configuring
AI Workflows"
subtitle: "AI Governance — Module 3 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/ai-governance/managing-ai-use-cases.qmd b/site/training/ai-governance/managing-ai-use-cases.qmd
index 3d21afcb89..ee2158ec40 100644
--- a/site/training/ai-governance/managing-ai-use-cases.qmd
+++ b/site/training/ai-governance/managing-ai-use-cases.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Managing
AI Use Cases"
subtitle: "AI Governance — Module 2 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/ai-governance/understanding-ai-governance.qmd b/site/training/ai-governance/understanding-ai-governance.qmd
index b02631de8c..3ed78e31a6 100644
--- a/site/training/ai-governance/understanding-ai-governance.qmd
+++ b/site/training/ai-governance/understanding-ai-governance.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Understanding
AI Governance"
subtitle: "AI Governance — Module 1 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/assets/_revealjs-navigation.qmd b/site/training/assets/_revealjs-navigation.qmd
index 1669d83c2b..29e9312c8f 100644
--- a/site/training/assets/_revealjs-navigation.qmd
+++ b/site/training/assets/_revealjs-navigation.qmd
@@ -1,5 +1,5 @@
:::: {.tc .mt5 .f3 .embed}
diff --git a/site/training/common-slides/_document-checker.qmd b/site/training/common-slides/_document-checker.qmd
index 1e667090c4..60faf7e0f2 100644
--- a/site/training/common-slides/_document-checker.qmd
+++ b/site/training/common-slides/_document-checker.qmd
@@ -1,5 +1,5 @@
## {.scrollable .center}
diff --git a/site/training/common-slides/_document-overview.qmd b/site/training/common-slides/_document-overview.qmd
index 1a343eb790..f8599ef2d3 100644
--- a/site/training/common-slides/_document-overview.qmd
+++ b/site/training/common-slides/_document-overview.qmd
@@ -1,5 +1,5 @@
## {.scrollable .center}
diff --git a/site/training/common-slides/_get-your-code-snippet.qmd b/site/training/common-slides/_get-your-code-snippet.qmd
index d8f812b183..0d4c5cd5cc 100644
--- a/site/training/common-slides/_get-your-code-snippet.qmd
+++ b/site/training/common-slides/_get-your-code-snippet.qmd
@@ -1,5 +1,5 @@
## Get your code snippet
diff --git a/site/training/common-slides/_log-in-with-jupyterhub.qmd b/site/training/common-slides/_log-in-with-jupyterhub.qmd
index b704c3807c..07a038c6ae 100644
--- a/site/training/common-slides/_log-in-with-jupyterhub.qmd
+++ b/site/training/common-slides/_log-in-with-jupyterhub.qmd
@@ -1,5 +1,5 @@
### Log in
diff --git a/site/training/common-slides/_log-in.qmd b/site/training/common-slides/_log-in.qmd
index e62530969f..6062902fc1 100644
--- a/site/training/common-slides/_log-in.qmd
+++ b/site/training/common-slides/_log-in.qmd
@@ -1,5 +1,5 @@
### Log in
diff --git a/site/training/common-slides/_register-sample-model.qmd b/site/training/common-slides/_register-sample-model.qmd
index 11d715125e..2963746d15 100644
--- a/site/training/common-slides/_register-sample-model.qmd
+++ b/site/training/common-slides/_register-sample-model.qmd
@@ -1,5 +1,5 @@
:::: {.content-visible when-format="revealjs" when-meta="includes.developer"}
diff --git a/site/training/common-slides/_retrieve-your-code-snippet.qmd b/site/training/common-slides/_retrieve-your-code-snippet.qmd
index 11bec448d8..b7d9613d75 100644
--- a/site/training/common-slides/_retrieve-your-code-snippet.qmd
+++ b/site/training/common-slides/_retrieve-your-code-snippet.qmd
@@ -1,5 +1,5 @@
## Retrieve your code snippet
diff --git a/site/training/common-slides/_review-model-activity.qmd b/site/training/common-slides/_review-model-activity.qmd
index e4cff9b263..49c6dbadb1 100644
--- a/site/training/common-slides/_review-model-activity.qmd
+++ b/site/training/common-slides/_review-model-activity.qmd
@@ -1,5 +1,5 @@
## {background-iframe="https://app.prod.validmind.ai/model-inventory" background-interactive="true" data-preload="yes"}
diff --git a/site/training/common-slides/_submit-for-approval.qmd b/site/training/common-slides/_submit-for-approval.qmd
index 1e66e91897..fbc2f44bf0 100644
--- a/site/training/common-slides/_submit-for-approval.qmd
+++ b/site/training/common-slides/_submit-for-approval.qmd
@@ -1,5 +1,5 @@
## {background-iframe="https://app.prod.validmind.ai/model-inventory" background-interactive="true" data-preload="yes"}
diff --git a/site/training/common-slides/_track-changes-updates.qmd b/site/training/common-slides/_track-changes-updates.qmd
index d5082e81d0..a1b2c66bff 100644
--- a/site/training/common-slides/_track-changes-updates.qmd
+++ b/site/training/common-slides/_track-changes-updates.qmd
@@ -1,5 +1,5 @@
## {.scrollable .center}
diff --git a/site/training/common-slides/_validmind-test-repository.qmd b/site/training/common-slides/_validmind-test-repository.qmd
index 7c1ad8107c..17478fbc05 100644
--- a/site/training/common-slides/_validmind-test-repository.qmd
+++ b/site/training/common-slides/_validmind-test-repository.qmd
@@ -1,5 +1,5 @@
## {background-iframe="/developer/model-testing/test-descriptions.html" background-interactive="true" data-preload="yes"}
diff --git a/site/training/common-slides/_work-with-workflows.qmd b/site/training/common-slides/_work-with-workflows.qmd
index 997a2887fe..c6b636b9a1 100644
--- a/site/training/common-slides/_work-with-workflows.qmd
+++ b/site/training/common-slides/_work-with-workflows.qmd
@@ -1,5 +1,5 @@
## {.scrollable}
diff --git a/site/training/developer-fundamentals/developer-fundamentals-register.qmd b/site/training/developer-fundamentals/developer-fundamentals-register.qmd
index ea7d982cf9..2aa51a6e89 100644
--- a/site/training/developer-fundamentals/developer-fundamentals-register.qmd
+++ b/site/training/developer-fundamentals/developer-fundamentals-register.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Developer Fundamentals"
subtitle: For {{< var vm.product >}}
diff --git a/site/training/developer-fundamentals/finalizing-model-documentation.qmd b/site/training/developer-fundamentals/finalizing-model-documentation.qmd
index d7c666badd..0e0fcc5fb1 100644
--- a/site/training/developer-fundamentals/finalizing-model-documentation.qmd
+++ b/site/training/developer-fundamentals/finalizing-model-documentation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Finalizing
Model Documentation"
subtitle: "Developer Fundamentals — Module 4 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/developer-fundamentals/implementing-custom-tests.qmd b/site/training/developer-fundamentals/implementing-custom-tests.qmd
index a52af661ec..14c66500b1 100644
--- a/site/training/developer-fundamentals/implementing-custom-tests.qmd
+++ b/site/training/developer-fundamentals/implementing-custom-tests.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Implementing
Custom Tests"
subtitle: "Developer Fundamentals — Module 3 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/developer-fundamentals/learning-to-run-tests.qmd b/site/training/developer-fundamentals/learning-to-run-tests.qmd
index a3afa246cf..911a84de47 100644
--- a/site/training/developer-fundamentals/learning-to-run-tests.qmd
+++ b/site/training/developer-fundamentals/learning-to-run-tests.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Learning to
Run Tests"
subtitle: "Developer Fundamentals — Module 2 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/developer-fundamentals/using-validmind-for-model-development.qmd b/site/training/developer-fundamentals/using-validmind-for-model-development.qmd
index 54ebf47161..7503c92a4f 100644
--- a/site/training/developer-fundamentals/using-validmind-for-model-development.qmd
+++ b/site/training/developer-fundamentals/using-validmind-for-model-development.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Using {{< var vm.product >}}
for Model Development"
subtitle: "Developer Fundamentals — Module 1 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/product-tour/product-tour.qmd b/site/training/product-tour/product-tour.qmd
index 296586e9ba..3768418335 100644
--- a/site/training/product-tour/product-tour.qmd
+++ b/site/training/product-tour/product-tour.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "ValidMind
Product Tour"
subtitle: "Click [{{< fa chevron-right >}}](#learning-objectives) to start"
diff --git a/site/training/program/learning-paths.qmd b/site/training/program/learning-paths.qmd
index c1a907ce07..2bc74c257f 100644
--- a/site/training/program/learning-paths.qmd
+++ b/site/training/program/learning-paths.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Learning paths"
sidebar: validmind-training
diff --git a/site/training/program/program-overview.qmd b/site/training/program/program-overview.qmd
index 36d7e51c40..eea7b05cc4 100644
--- a/site/training/program/program-overview.qmd
+++ b/site/training/program/program-overview.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Learn with confidence"
sidebar: validmind-training
diff --git a/site/training/program/sample-training-plan.qmd b/site/training/program/sample-training-plan.qmd
index e665225326..49d7e04ae0 100644
--- a/site/training/program/sample-training-plan.qmd
+++ b/site/training/program/sample-training-plan.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Sample training plan"
sidebar: validmind-training
diff --git a/site/training/program/training-faq.qmd b/site/training/program/training-faq.qmd
index 78c278c287..1f5976e6ba 100644
--- a/site/training/program/training-faq.qmd
+++ b/site/training/program/training-faq.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Where do I find … ?"
sidebar: validmind-training
diff --git a/site/training/risk-governance-fundamentals.qmd/risk-governance-fundamentals.qmd b/site/training/risk-governance-fundamentals.qmd/risk-governance-fundamentals.qmd
index 47625678a6..8ebfc37ec3 100644
--- a/site/training/risk-governance-fundamentals.qmd/risk-governance-fundamentals.qmd
+++ b/site/training/risk-governance-fundamentals.qmd/risk-governance-fundamentals.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Risk Governance
Fundamentals"
subtitle: "docs.validmind.ai/training
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/training-templates/course-registration.qmd b/site/training/training-templates/course-registration.qmd
index 9a439841f1..d4174d1079 100644
--- a/site/training/training-templates/course-registration.qmd
+++ b/site/training/training-templates/course-registration.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "{{ course_title }}"
subtitle: For {{< var vm.product >}}
diff --git a/site/training/training-templates/course-slides.qmd b/site/training/training-templates/course-slides.qmd
index 1f84414924..6a9987bf7e 100644
--- a/site/training/training-templates/course-slides.qmd
+++ b/site/training/training-templates/course-slides.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "{{ Module }}
Template"
subtitle: "{{Course name}} — Module # of #
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/training.qmd b/site/training/training.qmd
index 79852cc15f..6491f12695 100644
--- a/site/training/training.qmd
+++ b/site/training/training.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
pagetitle: "{{< var validmind.training >}}"
sidebar: false
diff --git a/site/training/validator-fundamentals/developing-challenger-models.qmd b/site/training/validator-fundamentals/developing-challenger-models.qmd
index 279be02729..ac59c791e1 100644
--- a/site/training/validator-fundamentals/developing-challenger-models.qmd
+++ b/site/training/validator-fundamentals/developing-challenger-models.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Developing
Challenger Models"
subtitle: "Validator Fundamentals — Module 3 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/validator-fundamentals/finalizing-validation-reports.qmd b/site/training/validator-fundamentals/finalizing-validation-reports.qmd
index e7c532898e..011fd64f96 100644
--- a/site/training/validator-fundamentals/finalizing-validation-reports.qmd
+++ b/site/training/validator-fundamentals/finalizing-validation-reports.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Finalizing
Validation Reports"
subtitle: "Validator Fundamentals — Module 4 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/validator-fundamentals/running-data-quality-tests.qmd b/site/training/validator-fundamentals/running-data-quality-tests.qmd
index 547b8e9c7c..72f0e1cc0a 100644
--- a/site/training/validator-fundamentals/running-data-quality-tests.qmd
+++ b/site/training/validator-fundamentals/running-data-quality-tests.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Running Data
Quality Tests"
subtitle: "Validator Fundamentals — Module 2 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/validator-fundamentals/using-validmind-for-model-validation.qmd b/site/training/validator-fundamentals/using-validmind-for-model-validation.qmd
index 42605d8b96..57b95516fd 100644
--- a/site/training/validator-fundamentals/using-validmind-for-model-validation.qmd
+++ b/site/training/validator-fundamentals/using-validmind-for-model-validation.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Using {{< var vm.product >}}
for Model Validation"
subtitle: "Validator Fundamentals — Module 1 of 4
_Click [{{< fa chevron-right >}}](#learning-objectives) to start_"
diff --git a/site/training/validator-fundamentals/validator-fundamentals-register.qmd b/site/training/validator-fundamentals/validator-fundamentals-register.qmd
index d839558172..0658b1ab8b 100644
--- a/site/training/validator-fundamentals/validator-fundamentals-register.qmd
+++ b/site/training/validator-fundamentals/validator-fundamentals-register.qmd
@@ -1,6 +1,6 @@
---
# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
title: "Validator Fundamentals"
subtitle: For {{< var vm.product >}}