What I'm doing now

Learning

• Agentic AI for SOC operations — Agent architectures that can triage, enrich, and escalate like a junior analyst.
• AI-assisted penetration testing — Where LLMs genuinely help in offensive workflows — and where they get in the way.
• LangChain application development — Building LLM applications with real tool use and guardrails.

Building

• Security automation — Python tooling that removes repetitive steps from assessment and monitoring workflows.
• Open-source cybersecurity tools — Small, focused tools that solve one security problem well.

Researching

• Offensive security research — Web and API weaknesses, with responsible disclosure.
• AI security — How LLM-powered systems fail, and how to attack and defend them.

Certifications