[Career & Certs]
From CTF to real engagements, and what transfers
Which competition habits survive contact with a scoped engagement, which actively get in the way, and what nobody mentions about the gap between them.
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// Blog
Blog
Conceptual & narrative security writing — high-level architectural breakdowns, threat commentary, OSCP/certification learning logs, and cybersecurity strategy essays meant to be read rather than replicated step-by-step.
Focus
[Career & Certs]
Formatting reference
Every Markdown feature the site supports, in one page, so you never have to remember the syntax while you are trying to think about something else.
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[Concepts]
AI in offensive security, minus the marketing
Where language models genuinely change offensive work, where they are theatre, and which parts of the workflow are actually worth automating right now.
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[Concepts]
Building a threat hunting lab you will actually use
A containerised lab fed with real telemetry rather than synthetic logs, and why the ingestion decisions made first determine which hunts are possible.
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