diff --git a/research_artifacts/brandon_mcclain_thread.md b/research_artifacts/brandon_mcclain_thread.md
index 21cf203..4e79244 100644
--- a/research_artifacts/brandon_mcclain_thread.md
+++ b/research_artifacts/brandon_mcclain_thread.md
@@ -297,7 +297,7 @@ This document serves as a canonical archive of the foundational philosophical de
 
 **Brandon Mcclain:**
 > Ai is just a buzz word for people who do not grasp the underlining concepts of live text predictions.
-> *(Image Posted: K-Nearest Neighbors Infographic)*
+> ![K-Nearest Neighbors Infographic](images/brandon_knn.jpg)
 
 **↳ Mark Havens (Author):**
 > Brandon Mcclain Oh, I've got another one! I'll make this a meme later.
@@ -308,7 +308,7 @@ This document serves as a canonical archive of the foundational philosophical de
 
 **↳ Mark Havens (Author):**
 > Brandon Mcclain
-> *(Image Posted: Neurons and Inputs/Outputs Infographic)*
+> ![Neurons and Inputs/Outputs Infographic](images/mark_neurons.jpg)
 
 **↳ Mark Havens (Author):**
 > Brandon Mcclain https://mark-havens.medium.com/youre-giving-to-much...
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