diff --git a/docs/README.md b/docs/README.md
index 121b6f0..7dd7fef 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -29,13 +29,10 @@ S/M/L/Max — the same four tiers as before, relabeled). See the main repo
 `README.md` → "Product Structure" and "Platform Roadmap" sections for the
 full structure and the seven planned enterprise capabilities.
 
-`Nexus_One_AI_Datasheet.docx`/`.pdf`, `architecture-overview.svg`, and
-`technical-service-flow.svg` are updated to this structure — Server S/M/L/Max
-labeling throughout, a Workstation callout, and a Platform Roadmap section in
-the datasheet. The three `.jpg` visuals below (package overview, opportunity,
-tier comparison) are raster images from an earlier design pass and still
-predate this relabeling — they need a design refresh, not a text edit, and
-are tracked as follow-up work.
+All core collateral and visuals are current: `Nexus_One_AI_Datasheet.docx`/
+`.pdf`, `architecture-overview.svg`, `technical-service-flow.svg`, and the
+three `.jpg` visuals below all use Server S/M/L/Max labeling and a standalone
+Workstation callout. No collateral currently predates the relabeling.
 
 ## Suggested Usage
 
diff --git a/docs/nexus-one-ai-opportunity.jpg b/docs/nexus-one-ai-opportunity.jpg
index 456356c..630b3d5 100644
Binary files a/docs/nexus-one-ai-opportunity.jpg and b/docs/nexus-one-ai-opportunity.jpg differ
diff --git a/docs/nexus-one-ai-package-overview.jpg b/docs/nexus-one-ai-package-overview.jpg
index 1a59394..dcbdc96 100644
Binary files a/docs/nexus-one-ai-package-overview.jpg and b/docs/nexus-one-ai-package-overview.jpg differ
diff --git a/docs/nexus-one-ai-tier-comparison.jpg b/docs/nexus-one-ai-tier-comparison.jpg
index 69d3df6..5b0439a 100644
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