diff --git a/hypotheses.md b/hypotheses.md
index ed8fe1f27..7713a7f78 100644
--- a/hypotheses.md
+++ b/hypotheses.md
@@ -1 +1,4 @@
-- [[chess hypoht]]
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+- [[chess hypothesis]]
+- [[manifolds]] with self-attention as [[egregores]]
+
+https://twitter.com/flancian/status/1401183752945123332
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