diff --git a/MEV_searchers/order_flows/README.md b/MEV_searchers/order_flows/README.md
index 5160584..b29f932 100644
--- a/MEV_searchers/order_flows/README.md
+++ b/MEV_searchers/order_flows/README.md
@@ -16,13 +16,15 @@
 
 ---
 
-### resources
+### cool resources
 
-* **[illuminating ethereum's order flow landscape, by angela lu](https://writings.flashbots.net/illuminate-the-order-flow)**
-* **[illuminating trust reliance in ethereum's transaction supply chain, by eden](https://edennetwork.io/blog/illuminating-trust-reliance-in-ethereums-transaction-supply-chain)**
-* **[overview of mev and eth progress, by alex stokes](https://www.youtube.com/watch?v=DZfKE8djQTM)**
-* **[the orderflow auction design space, by stephane and ankit](https://frontier.tech/the-orderflow-auction-design-space)**
-* **[everything you need to know about order flow auctions, by tuomikooski and monteiro](https://www.monoceros.com/insights/order-flow-auctions)**
-* **[mev protection: dex & aggregator anti-mev mechanisms](https://www.shoal.gg/p/mev-protection-dex-and-aggregator)**
-* **[the toxic orderflow series, by alex nezlobin](https://medium.com/@alexnezlobin/toxic-order-flow-on-decentralized-exchanges-problem-and-solutions-a1b79f32225a)**
-* **[quantifying price Improvement in order flow auctions, by bachu et al.](https://arxiv.org/abs/2405.00537)**
+<br>
+
+* **[a brief history of decentralized order flow acquisition, by valantis labs (2025)](https://mirror.xyz/valantisxyz.eth/C49rGRQnorQQluV0zItyfJd1zyolc0WfWqyo9V6jaL0)**
+* **[illuminating ethereum's order flow landscape, by a. lu (2024)](https://writings.flashbots.net/illuminate-the-order-flow)**
+* **[illuminating trust reliance in ethereum's transaction supply chain, by eden (2024)](https://edennetwork.io/blog/illuminating-trust-reliance-in-ethereums-transaction-supply-chain)**
+* **[quantifying price improvement in order flow auctions, by bachu et al. (2024)](https://arxiv.org/abs/2405.00537)**
+* **[the orderflow auction design space, by stephane and ankit (2023)](https://frontier.tech/the-orderflow-auction-design-space)**
+* **[mev protection: dex & aggregator anti-mev mechanisms, by p. timofeev (2023)](https://www.shoal.gg/p/mev-protection-dex-and-aggregator)**
+* **[everything you need to know about order flow auctions, by tuomikooski and monteiro (2023)](https://www.monoceros.com/insights/order-flow-auctions)**
+* **[the toxic orderflow series, by a. nezlobin (2022)](https://medium.com/@alexnezlobin/toxic-order-flow-on-decentralized-exchanges-problem-and-solutions-a1b79f32225a)**