diff --git a/poisson_dirichlet_prime_predecessors_v2.txt b/poisson_dirichlet_prime_predecessors_v2.txt
index 0a1c4d4..99149c3 100644
--- a/poisson_dirichlet_prime_predecessors_v2.txt
+++ b/poisson_dirichlet_prime_predecessors_v2.txt
@@ -1,9 +1,7 @@
 THE POISSON-DIRICHLET LAW FOR PRIME PREDECESSORS
 =================================================
 
-A Reader's Guide for Curious Young Mathematicians
 
-Adapted from the paper by OpenAI, September 24, 2026
 
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@@ -2016,10 +2014,7 @@ End of document.
 
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-A note about the author of the guide. This file was written by an
-AI assistant (halp) as a plain-English companion to the original
-LaTeX paper. Errors introduced in the guide are the assistant's
-own; the mathematical content is due to OpenAI, September 2026.
+
 
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