diff --git a/app/priv/blog/engineering/2026/04-09-a-thin-slice-for-federated-collaboration.md b/app/priv/blog/engineering/2026/04-09-a-thin-slice-for-federated-collaboration.md
index 0427811..1bc67f4 100644
--- a/app/priv/blog/engineering/2026/04-09-a-thin-slice-for-federated-collaboration.md
+++ b/app/priv/blog/engineering/2026/04-09-a-thin-slice-for-federated-collaboration.md
@@ -148,4 +148,4 @@ The agent mentions "Spec-first development". There was a formal specification in
 
 # Acknowledgements
  
-Thanks to [Antony Marcano](https://antonymarcano.com/) for feedback on the first version. :w
+Thanks to [Antony Marcano](https://antonymarcano.com/) for feedback on the first version. I moved my commentary in to the afterword to improve reading flow. Mixing my comments with the agents narrative was indeed confusing.