Update README.md

README.md

@@ -299,7 +299,18 @@ transaction costs and slippage accounted for in every gradient update.
   [`arXiv:2509.04541`](https://arxiv.org/abs/2509.04541)
   — closest parallel work on financial loss functions for return prediction.
 
-🔗 **DiffQuant pipeline:** code release planned.
+<p>
+<strong>Research article (English · Medium):</strong><br>
+<a href="article scheduled for release">DiffQuant: Closing the Proxy Gap — Direct Sharpe Optimisation for Algorithmic Trading</a>
+</p>
+<p>
+<strong>Статья (Русский · Habr):</strong><br>
+<a href="статья готовится к публикации">DiffQuant: прямая оптимизация коэффициента Шарпа вместо предсказания цен</a>
+</p>
+<p>
+🔗 <strong>DiffQuant pipeline:</strong>
+<a href="https://github.com/YuriyKolesnikov/diffquant">github.com/YuriyKolesnikov/diffquant</a>
+</p>
 
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