diff --git a/content/blog/Solving The Campfire Problem with Honcho.md b/content/blog/Solving The Campfire Problem with Honcho.md
index ea2ae40d4..008a63f3f 100644
--- a/content/blog/Solving The Campfire Problem with Honcho.md	
+++ b/content/blog/Solving The Campfire Problem with Honcho.md	
@@ -4,7 +4,7 @@ date: March 14, 2024
 tags:
   - demos
   - philosophy
-  - machine_learning
+  - "#ml"
 ---
 ![[agent_campfire.webp]]
 ## TL;DR
diff --git a/content/releases/Release Notes 03.14.23.md b/content/releases/Release Notes 03.14.23.md
index b7866b37c..2fb5cea8d 100644
--- a/content/releases/Release Notes 03.14.23.md	
+++ b/content/releases/Release Notes 03.14.23.md	
@@ -6,7 +6,7 @@ Went for it with this release:
   
 - ["Curation Buddy" Demo for Dialectic API](https://github.com/vintrocode/curation-buddy)
     
-- [[Solving The Campfire Problem with Honcho|Blog post on the demo & solving The Campfire Problem in the information age]]  
+- [[Solving The Campfire Problem with Honcho|Blog post on the demo & solving The Campfire Problem in the generative age]]  
   
 - [Honcho v0.0.5](https://github.com/plastic-labs/honcho/tree/v0.0.5)