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.

Exit scams, popularly referred to as rug pulls, are an ongoing criminal scheme in Web3. A rug pull involves fraudsters robbing a crypto project by liquidating their holdings without warning and leaving investors holding worthless tokens.