The next frontier of payment security isn’t in code or crypto, but in the language our models use

AI is evolving exponentially, but our defenses are still built for a slower world

Threat Model RAG Systems

Threat Modeling AI Memory Systems

Side-channel attacks on LLMs can leak secrets not through outputs, but by analyzing subtle patterns in their behavior

Fine-tuned models can unintentionally memorize and leak sensitive data, leaving hidden residues that attackers can extract with carefully crafted prompts.