diff --git a/MEV_strategies/oracles/README.md b/MEV_strategies/oracles/README.md
index 2696998..7db04fd 100644
--- a/MEV_strategies/oracles/README.md
+++ b/MEV_strategies/oracles/README.md
@@ -33,6 +33,7 @@
 
 * [taking undercollaterized loans for fun an for profit, by samczsun](https://samczsun.com/taking-undercollateralized-loans-for-fun-and-for-profit/)
 * [mango markets and the benefits and limitations of oracles](https://blog.kaiko.com/mango-markets-and-the-benefits-and-limitations-of-oracles-753ce6d2a732)
+* [dissecting the mango markets exploit, by perpetual protocol](https://perpprotocol.mirror.xyz/WMgIoGMktt_fMVPkfjTxRnSt4qwsWr_Ukub0iq3vW_I)
 * [gmx trading resources](https://github.com/go-outside-labs/mev-toolkit/tree/main/MEV_by_chains/MEV_on_Arbitrum/gmx)
 * [inverse finance resources](https://github.com/go-outside-labs/mev-toolkit/blob/main/MEV_and_trading/protocols/inverse.md)
 * [keep3rOracleFactory.sol](https://github.com/keep3r-network/keep3r.network/blob/master/contracts/Keep3rV2OracleFactory.sol)