From 63124cc89622ec8663206c04a2835d46a789498e Mon Sep 17 00:00:00 2001
From: "Marina von Steinkirch, PhD"
 <1130416+von-steinkirch@users.noreply.github.com>
Date: Wed, 22 Oct 2025 16:23:35 -0500
Subject: [PATCH] observation of constructive interference at the edge of
 quantum ergodicity, by google quantum AI

---
 quantum_computing/README.md | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/quantum_computing/README.md b/quantum_computing/README.md
index 88cae42..e0b61a2 100644
--- a/quantum_computing/README.md
+++ b/quantum_computing/README.md
@@ -2,7 +2,7 @@
 
 <br>
 
-### cool resources
+### intro resources
 
 <br>
 
@@ -73,3 +73,14 @@
 <br>
 
 * **[scheme for reducing decoherence in quantum computer memory, by p. shor (1995)](https://journals.aps.org/pra/abstract/10.1103/PhysRevA.52.R2493)** (canonical paper introducing decoherence and quantum error correction)
+
+<br>
+
+---
+
+### quantum advantage
+
+<br>
+
+* **[observation of constructive interference at the edge of quantum ergodicity, by google quantum AI](https://www.nature.com/articles/s41586-025-09526-6)**
+    - use of second-order out-of-time-order correlators on a superconducting quantum processor to probe the dynamics of quantum many-body systems, revealing sensitive quantum correlations even at long timescales. potential to unlock hidden details about quantum systems. suggestion of a path to practical quantum advantage, like hamiltonian learning tasks.