A systems foundation with two practical directions.

The web profile is intentionally concise. These tailored variants frame the same background for different conversations with engineering teams.

20+ years across systems engineering, endpoint security, diagnostics, telemetry, and reliability — with recent hands-on work applying agentic workflows and controlled AI-assisted engineering.

Systems / security engineeringWindows internals, endpoint agents, network filtering, telemetry, diagnostics, and reliability.
AI-assisted engineeringControl-plane thinking, bounded workflows, orchestration, validation, quality gates, and human review.
Public-safe communicationGeneralizing sensitive implementation details without losing the underlying engineering truth.