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AI guardrails, NIST

AI guardrails will always fail. NIST just proved it mathematically. 

NIST scientist Apostol Vassilev has published a mathematical proof that no finite set of AI guardrails is universally robust against adversarial prompts. Not as a risk assessment. As a proof. Here's what that means for every organization that has signed off on an AI governance policy and considered the work done.

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How RAID found unauthenticated customer data in a retail GraphQL API

CovertSwarm's web testing agent identified a critical broken access control vulnerability in a retail subscription platform's GraphQL middleware. The platform enforced authentication on its auto-generated queries, but every custom action handler bypassed the permission layer entirely, returning customer PII, subscription data, and health assessments to unauthenticated requests. This is a step-by-step breakdown of how RAID found it in under two minutes.

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DORA compliance vs safety

DORA is not GDPR. Stop treating it like it is. 

Most firms are treating DORA like GDPR: get a consultant, document the framework, move on. That worked for data privacy. It won't work for a regulation built around one premise: that financial entities will be attacked, and regulators want proof the system won't collapse when they are. Here's what DORA actually requires, where enforcement stands in 2026, and why compliance and resilience are not the same thing.

Read the full postDORA is not GDPR. Stop treating it like it is. 
hidden vulnerabilities xrdp

When “Just Logging In” Isn’t Just Logging In: A look at xrdp and CVE-2026-33145

A quiet finding with real-world impact. CVE-2026-33145 shows how xrdp's AlternateShell feature, enabled by default, passes client-supplied input directly into a shell, turning an RDP login into a clean, automatable command execution primitive.

Read the full postWhen “Just Logging In” Isn’t Just Logging In: A look at xrdp and CVE-2026-33145