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Writing & technical notes

Notes on security, AI, and building.

Practical notes from building security tools and contributing to open source. Read the full articles on dev.to.

Latest

Recent articles.

Email security

SPF, DKIM, and DMARC in Phishing Detection

How email authentication signals feed into phishing detection systems like PhishGuard AI.

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AI security

OWASP Agent Security Batch Validation

From single files to scenario suites — validating agent security at scale, written as part of OWASP contribution work.

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Engineering notes

PhishGuard AI: Explainable Email Authentication Signals

Adding SPF, DKIM, and DMARC signals to PhishGuard AI as evidence, not proof — with regression results on both forwarded legitimate mail and credential lures.

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All writing is cross-posted to dev.to

And referenced from GitHub.