Indubitable Industries has wound down.
Over the past year, we built Bayence — a self-learning ML Factory for continuous detection across structured data — and shipped Certus, a real-time malware domain predictor built on Certificate Transparency log monitoring. We're proud of what we built and what it demonstrated.
The technical writing from our time building is preserved below. As of early June 2026, the company is no longer operating.
From the blog
February 26, 2026 · Daniel Kelly
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
February 13, 2026 · Daniel Kelly
ML Primer: Semantics and Gradients
Why real data beats synthetic — and what that means for continuous learning systems