Hardened security engineering intel: zero theory, all signal.
May 20, 2026
How to use AI coding agents for incident response without letting them hallucinate, skip evidence, or write unsupported conclusions.
Apr 27, 2026
The rise of compute-driven offense and the growing gap in defense.
Mar 6, 2026
While testing a custom Kali MCP integration, I stumbled into an interesting failure mode that highlights a subtle but important risk in AI + security tooling integrations.
Jan 23, 2026
How data pipelines, detections, and automation actually scale security teams
Jan 16, 2026
A full roadmap for entering SOC engineering
