diff --git a/autogollark.myco b/autogollark.myco
index 01a7f1e..08a183f 100644
--- a/autogollark.myco
+++ b/autogollark.myco
@@ -32,6 +32,7 @@ Autogollark currently comprises the dataset, the search API server and the [[htt
 * Can additionally finetune on "interesting" blog posts etc (ref https://x.com/QiaochuYuan/status/1913382597381767471).
 * Decision theory training data (synthetic, probably) (ref https://arxiv.org/abs/2411.10588).
 * Pending: XEROGRAPHIC BIFROST 3.
+* https://arxiv.org/abs/2507.07101
 }
 * MCTS over conversations with non-gollark simulacra? Should find //something// to use spare parallelism on local inference. Best-of-n? https://arxiv.org/abs/2505.10475
 * {Longer context, mux several channels.