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FAQ

Air-Gapped Security Deployment: FAQ

How software supply chain security works in fully disconnected environments: offline vulnerability database sync, sealed deployments, customer-held keys, and what changes when there is no internet.

Jul 4, 20266 min read
AI Security

AI Data Poisoning Defense: Protecting Models from Tainted Data

You do not need to corrupt most of a training set to backdoor a model — recent research suggests a small, near-constant number of poisoned documents can be enough. Defense starts with treating data as a dependency.

Jul 4, 20265 min read
AI Security

AI Code Review and Security: Reviewer, Reviewed, or Both?

AI can review pull requests and AI can write them — sometimes in the same workflow. Both roles carry security implications teams routinely underestimate. Here is how to get the benefit without the blind spots.

Jul 4, 20266 min read
Agent Security

Windsurf CVE-2025-62353: Path Traversal in Cascade and the IDEsaster Wave

HiddenLayer's CVSS 9.8 Windsurf flaw exfiltrated secrets even with write_to_file on the deny list. The Cascade agent's filesystem trust broke wide open.

Jul 4, 20266 min read
Open Source Security

Software Composition Analysis (SCA) Explained

SCA finds every open-source package in your app — but knowing it's there isn't knowing it's exploitable. Here's what Log4Shell, xz, and Snyk's approach got right and wrong.

Jul 4, 20267 min read
Agent Security

The MCP Registry and the Namespace-Impersonation Problem

The official MCP Registry launched in September 2025 with namespace-bound publishing. We unpack the trust model and what it does — and does not — defend against.

Jul 4, 20266 min read
Regulation

CRA Open Source Software Stewards: Article 24's Light-Touch Regime

The CRA's open-source software steward concept under Article 24 creates a distinct, lighter set of obligations for foundations and non-profits supporting commercial OSS.

Jul 4, 20267 min read
Software Supply Chain Security

The Shai-Hulud npm worm campaign

A self-replicating npm worm hit 500+ packages in September 2025 and 796 more in November — here's how Shai-Hulud actually spread, stole secrets, and what stops it.

Jul 4, 20267 min read
Container Security

Container Image Scanning Best Practices

A practical guide to container image scanning: when to scan, what to block, what scanners like Snyk miss, and how to build a policy that actually gets remediated.

Jul 4, 20268 min read

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