diff --git a/crypto_agents/README.md b/crypto_agents/README.md
index 5ef4e54..aae4317 100644
--- a/crypto_agents/README.md
+++ b/crypto_agents/README.md
@@ -26,6 +26,7 @@
 
 ##### readings
 
+* **[the internet's notary public: why verifiability matters, by axal](https://axal.substack.com/p/the-internets-notary-public-why-verifiability)**
 * **[cryptos role in the ai revolution, by pantera](https://panteracapital.com/blockchain-letter/cryptos-role-in-the-ai-revolution/)**
 * **[the promise and challenges of crypto + ai applications, by vub](https://vitalik.eth.limo/general/2024/01/30/cryptoai.html)**
 * **[on training defi agents with markov chains, by bt3gl](https://mirror.xyz/go-outside.eth/DKaWYobU7q3EvZw8x01J7uEmF_E8PfNN27j0VgxQhNQ)**