Marq Codes

I'm a developer and researcher exploring AI architectures, focusing on GPU kernels, compilers, and reasoning systems. My work examines how intelligent systems can understand, defend, and occasionally subvert software.

I've developed novel techniques that modify transformer attention mechanisms to improve logical reasoning at the architectural level. My research spans neurosymbolic AI, formal logic integration with neural networks, and security applications, working at the intersection of low-level optimization and high-level reasoning. I plan to pursue a PhD to advance this research.

Recent stuff:

• RacoGrad – A deeplearning framework written in racket RacoGrad
• Harkonnen – A antivirus that utilizes traditional heuristics and a CNN model to identify malware Harkonnen
• VineThorn – This is a comprehensive analysis of an android APT malware VineThorn
• Fuzzying for Fun – I fuzzed macOS userland for fun and profit, using a neural network. Fuzzying for Fun
• NN that maps sine waves to shellcode – I created a neural network that maps sine waves to shellcode. NN that maps sine waves to shellcode