diff --git a/MEV_strategies/statistical/convex_optimization/README.md b/MEV_strategies/statistical/convex_optimization/README.md
index 74d1edc..16596b9 100644
--- a/MEV_strategies/statistical/convex_optimization/README.md
+++ b/MEV_strategies/statistical/convex_optimization/README.md
@@ -8,6 +8,14 @@
+### code
+
+
+
+* [convex optimization in python](https://github.com/angeris/cfmm-routing-code)
+
+
+
---
### resources