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Attack paths, priorities
and the whole loop
Practical writing on discovery, prioritization, continuous compliance and running a program from one control plane.
Oct 7, 2026Threat landscape
The Wrapper Is the Weapon: What GLM-5.3 and the Hugging Face Breach Teach Defenders
Frontier-level attack tooling is already in the wild. Defenders should stop debating whether to restrict it and start mapping their exposure the way an AI attacker would.
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Sep 27, 2026Company
cDFN WatchTower Is Now Kervo AI
Same team, same platform, rebuilt as one system and given a name that matches what it does. Why we changed it, what Kervo AI is, and what it means if you run WatchTower today.
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Put the ideas to work
on your own stack.
A read-only proof of value shows what the loop finds in your environment, not a demo tenant.