diff --git a/MEV_strategies/statistical/convex_optimization/README.md b/MEV_strategies/statistical/convex_optimization/README.md
index 358e83b..d510fe1 100644
--- a/MEV_strategies/statistical/convex_optimization/README.md
+++ b/MEV_strategies/statistical/convex_optimization/README.md
@@ -22,5 +22,6 @@
 
 <br>
 
+* [dex arb, mathematical optimizations & me, by noxx](https://noxx.substack.com/p/dex-arbitrage-mathematical-optimisations)
 * [optmal routing for constant function amm, by angeris et al](https://angeris.github.io/papers/cfmm-routing.pdf)
 * [convex optimization, by boyd et al](https://web.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf)