Cybersecurity often starts with small signals: a change in attacker behavior, a newly exposed weakness, or a detail in the way a tool is being used. I research threat intelligence and vulnerabilities to understand what those signals may mean for defenders.

Here, I’ll share research notes, security tooling, and practical lessons from the field, along with occasional deeper dives. I hope these posts help you spot useful patterns and think through ways to strengthen your defenses.