Malicious actors drained more than $320 million of value from Web3 protocols in the first quarter of 2023, while off-chain, Q1 saw some significant events for the crypto industry.

The advantages of deep learning can only be realized when it is properly applied. In order to apply deep learning techniques to software security problems effectively, it is important to consider how deep neural networks represent source code.

So far in 2023, $~315M has been lost to various scams and exploits in the Web3 world and a total of 205 attacks attacks recorded this year so far.