Full-scope adversary simulation. I operate as a real attacker — with a methodology that mirrors APT behaviour, not checkbox compliance. Objective-based, stealth-oriented, documented.

Linux servers, network perimeters, cloud infrastructure. Internal and external assessments with complete exploitation chains and actionable remediation roadmaps.

Defence from the attacker's perspective. nftables, Fail2ban, SSH hardening, LUKS encryption, audit trails. Hardening that actually survives scrutiny — not just an audit checklist.

AI-augmented security pipelines. Automating reconnaissance, report generation, and detection logic — accelerating engagements without sacrificing depth or rigour.