diff --git a/content/ai_exchange/content/contribute.md b/content/ai_exchange/content/contribute.md
index 7ea2b0b4..582151a2 100644
--- a/content/ai_exchange/content/contribute.md
+++ b/content/ai_exchange/content/contribute.md
@@ -51,12 +51,9 @@ If you're unsure about anything, feel free to [reach out to us](/connect) with y
Anthony Glynn | CapitalOne | US | many textual improvements & link to LLM top 10 |
Behnaz Karimi | Accenture | Germany | misc. contributions including model obfuscation and explanation |
Feiyang Tang | Software Improvement Group (SIG) | | |
- John Sotiropoulos | Kainos | | |
Marko Lihter | SplxAI | Croatia | step-by-step guide for organizations, ai exchange website creation, various textual improvements |
Niklas Bunzel | Fraunhofer institute | Germany | datascience discussion and references around evasion attacks |
- Rob van der Veer | Software Improvement Group (SIG) | | |
Roger Sanz | Universidad Isabel | Spain | |
- Sandy Dunn | Boise State University | AI Cyber Advisors | |
Sean Oesch | Oak Ridge National Laboratory | US | BLUF, Adversarial Training, OOD detection, NISTIR 8269, Guide Usability/Structure |
Srajan Gupta | Dave | | |
Steve Francolla | Workforce Tech LLC | | |