diff --git a/whitepaper/lumbda-whitepaper.html b/whitepaper/lumbda-whitepaper.html
index c8348c7..400f892 100644
--- a/whitepaper/lumbda-whitepaper.html
+++ b/whitepaper/lumbda-whitepaper.html
@@ -2712,7 +2712,7 @@ client port</p></td>
 <h2>Citation</h2>
 <pre class="literal-block">russell&#64;unturf, TimeHexOn, foxhop. &quot;Feedback Is All You Need.&quot;
 permacomputer.com, 2026.
-https://git.unturf.com/books/feedback-is-all-you-need</pre>
+https://lumbda.com/lumbda-whitepaper.pdf</pre>
 </section>
 <section id="references">
 <h2>References</h2>
diff --git a/whitepaper/lumbda-whitepaper.pdf b/whitepaper/lumbda-whitepaper.pdf
index 1c64958..a8a6cd4 100644
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+BT 1 0 0 1 0 20.8 Tm /F5 8 Tf 9.6 TL (russell@unturf, TimeHexOn, foxhop. "Feedback Is All You Need.") Tj T* (permacomputer.com, 2026.) Tj T* (https://lumbda.com/lumbda-whitepaper.pdf) Tj T* ET
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 trailer
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 %%EOF
diff --git a/whitepaper/lumbda-whitepaper.rst b/whitepaper/lumbda-whitepaper.rst
index 2f56a95..e5767f7 100644
--- a/whitepaper/lumbda-whitepaper.rst
+++ b/whitepaper/lumbda-whitepaper.rst
@@ -1490,7 +1490,7 @@ Citation
 
     russell@unturf, TimeHexOn, foxhop. "Feedback Is All You Need."
     permacomputer.com, 2026.
-    https://git.unturf.com/books/feedback-is-all-you-need
+    https://lumbda.com/lumbda-whitepaper.pdf
 
 
 References