diff --git a/.Jules/content.md b/.Jules/content.md
index 48d76719..df349eab 100644
--- a/.Jules/content.md
+++ b/.Jules/content.md
@@ -9,3 +9,4 @@ Stay inside published facts. Hire path is LinkedIn only. Do not invent a public
 ---
 
 ## 2026-08-29 - Invented outcome abort | Signal: closed #769/#731/#703/#654 | Lean Update: HARD ABORT invented ROI/metrics; stay on published facts
+## 2026-09-02 - Evergreen Clarity Refresh | Signal: Stale/Repetitive Copy | Lean Update: Clarified problem description in ai-coding-copilots.md (<10% delta, no invented metrics)
diff --git a/src/content/work/ai-coding-copilots.md b/src/content/work/ai-coding-copilots.md
index 3eb5a018..48b6a6a6 100644
--- a/src/content/work/ai-coding-copilots.md
+++ b/src/content/work/ai-coding-copilots.md
@@ -17,7 +17,7 @@ As Product Manager, Developer Experience at IFS in Greater Stockholm, I work on
 
 ## Problem
 
-Internal AI coding copilots for IFS engineering teams.
+Engineering teams needed internal AI coding copilots to accelerate software delivery across IFS.
 
 ## Approach