diff --git a/MEV_searchers/order_flows/README.md b/MEV_searchers/order_flows/README.md
index c881d4d..ac78b35 100644
--- a/MEV_searchers/order_flows/README.md
+++ b/MEV_searchers/order_flows/README.md
@@ -2,35 +2,15 @@
-### tl; dr
-
-
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-* *["orderflow nontoxic is when expected future price does not change given the order’s existence; that is, the trade provides no predictive signal for the expected price in the future."](https://xenophonlabs.com/papers/uniswap_valuing_orderflow.pdf)*
-
-* **expected markout**
-
-
-
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+> *["orderflow nontoxic is when expected future price does not change given the order’s existence; that is, the trade provides no predictive signal for the expected price in the future."](https://xenophonlabs.com/papers/uniswap_valuing_orderflow.pdf)*
-----
-
-### in this dir
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-
-
-* [exclusive order flows](exclusive_order_flows.md)
-* [payment for order flows (pfof)](101.md)
-* [projects addressing eof primitives](projects.md)
+* **[exclusive order flows](exclusive_order_flows.md)**
+* **[payment for order flows (pfof)](101.md)**
+* **[projects addressing eof primitives](projects.md)**
@@ -38,6 +18,7 @@
### resources
-* [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)
+* **[illuminating ethereum's order flow landscape, by angela lu](https://writings.flashbots.net/illuminate-the-order-flow)**
+* **[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)**