Investigating prompt injection vectors, jailbreak taxonomies, indirect context poisoning, and model evaluation techniques to harden frontier architectures.
Analyzing model persona drift, latent space manipulation, cognitive bias exploitation, and decision-path auditing across multi-agent workflows.
Developing mitigation strategies for unexpected model behaviors, unintended goal alignment, and dangerous emergent capabilities in enterprise systems.
Designing secure multi-agent orchestration frameworks, inline guardrail proxies, runtime inspection gateways, and automated threat mitigation pipelines.

Specializing in adversarial AI mechanics, machine psychology, and systemic model misalignment. Designing enterprise AI SecOps maturity frameworks, multi-agent guardrail controls, and cloud security architectures.
Credentials: CISSP, CCSP, CCSK, Google Generative AI Leader, IBM AI Engineering Professional, Post-Quantum Cryptography (UMD).