diff --git a/microsoft/skills/review/al-performance-review.md b/microsoft/skills/review/al-performance-review.md
index d273251..60f3a67 100644
--- a/microsoft/skills/review/al-performance-review.md
+++ b/microsoft/skills/review/al-performance-review.md
@@ -20,7 +20,7 @@ An orchestrator invokes this skill with either a `pr-diff` (the standard PR-revi
 
 ## Source
 
-Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and full `description` — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `performance` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/performance/**`.
+Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and a one-line `description` hint — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `performance` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/performance/**`.
 
 ## Relevance
 
diff --git a/microsoft/skills/review/al-privacy-review.md b/microsoft/skills/review/al-privacy-review.md
index aebdb2b..2c5c320 100644
--- a/microsoft/skills/review/al-privacy-review.md
+++ b/microsoft/skills/review/al-privacy-review.md
@@ -20,7 +20,7 @@ An orchestrator invokes this skill with either a `pr-diff` (the standard PR-revi
 
 ## Source
 
-Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and full `description` — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `privacy` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/privacy/**`.
+Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and a one-line `description` hint — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `privacy` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/privacy/**`.
 
 ## Relevance
 
diff --git a/microsoft/skills/review/al-security-review.md b/microsoft/skills/review/al-security-review.md
index ad08aed..03d9db5 100644
--- a/microsoft/skills/review/al-security-review.md
+++ b/microsoft/skills/review/al-security-review.md
@@ -20,7 +20,7 @@ An orchestrator invokes this skill with either a `pr-diff` (the standard PR-revi
 
 ## Source
 
-Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and full `description` — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `security` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/security/**`.
+Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and a one-line `description` hint — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `security` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/security/**`.
 
 ## Relevance
 
diff --git a/microsoft/skills/review/al-style-review.md b/microsoft/skills/review/al-style-review.md
index f41b60c..229b552 100644
--- a/microsoft/skills/review/al-style-review.md
+++ b/microsoft/skills/review/al-style-review.md
@@ -22,7 +22,7 @@ An orchestrator invokes this skill with either a `pr-diff` or a `file-path`. The
 
 ## Source
 
-Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and full `description` — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `style` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/style/**`.
+Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and a one-line `description` hint — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `style` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/style/**`.
 
 ## Relevance
 
diff --git a/microsoft/skills/review/al-ui-review.md b/microsoft/skills/review/al-ui-review.md
index ba7b4c8..7e0eb57 100644
--- a/microsoft/skills/review/al-ui-review.md
+++ b/microsoft/skills/review/al-ui-review.md
@@ -22,7 +22,7 @@ An orchestrator invokes this skill with either a `pr-diff` or a `file-path`. The
 
 ## Source
 
-Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and full `description` — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `ui` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/ui/**`.
+Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and a one-line `description` hint — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `ui` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/ui/**`.
 
 ## Relevance
 
diff --git a/microsoft/skills/review/al-upgrade-review.md b/microsoft/skills/review/al-upgrade-review.md
index fbfeb93..e521fa3 100644
--- a/microsoft/skills/review/al-upgrade-review.md
+++ b/microsoft/skills/review/al-upgrade-review.md
@@ -20,7 +20,7 @@ An orchestrator invokes this skill with either a `pr-diff` (the standard PR-revi
 
 ## Source
 
-Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and full `description` — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `upgrade` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/upgrade/**`.
+Read the BCQuality knowledge index once — the `knowledge-index.json` the BCQuality filter emits at the root of the knowledge checkout. It lists every article that survived layer and allow/deny filtering and carries, per article, its `path`, `layer`, `domain`, frontmatter dimensions, `keywords`, `title`, and a one-line `description` hint — exactly the fields Relevance and Worklist consume. Take the index entries whose `domain` is `upgrade` as this skill's candidate set across every enabled layer; do not open the individual article files at this step. Open an article's full body only once it enters the Worklist below, so a review reads the index plus the handful of worklisted articles instead of every file under `*/knowledge/upgrade/**`.
 
 ## Relevance