Resources
Technical insights, ML primers, and perspectives on building self-learning security systems.
Research February 26, 2026
Two Weeks In: What Certus Is Already Surfacing
Early detections from CT log monitoring — confirmed ahead of public threat feeds by 36 to 61 hours
Daniel Kelly • 10 min read
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Technical February 13, 2026
ML Primer: Semantics and Gradients
Why real data beats synthetic — and what that means for continuous learning systems
Daniel Kelly • 7 min read
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