Hugging Face Pickle Backdoor Research 2025
Pickle-serialized model files remain a live attack surface on Hugging Face. Here is what 2025 research disclosed about persistent backdoors and what defenders should do about it.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Pickle-serialized model files remain a live attack surface on Hugging Face. Here is what 2025 research disclosed about persistent backdoors and what defenders should do about it.
Server-side and client-side git hooks are an underused control surface for supply chain risk. Here is what to enforce, where to enforce it, and what to leave alone.
An anonymized account of how a regional North American healthcare system deployed Safeguard's self-healing container base images across 600+ workloads.
A practical container security checklist for 2026 covering base images, runtime controls, registry hygiene, and signing, with specific thresholds defenders can adopt.
The top AI cybersecurity companies of 2026 span three distinct plays — AI-assisted detection, AI-native SOC automation, and AI-augmented AppSec — and the distinction matters when you're evaluating vendors.
Serverless doesn't mean dependency-free. Here's how to generate and manage SBOMs for Lambda functions, Azure Functions, and Cloud Functions.
A product security assessment looks at more than code, it evaluates the whole shipped product: architecture, dependencies, deployment configuration, and the data it touches.
Checkmarx and SonarQube get compared constantly, but they're not really solving the same problem — one is a dedicated security SAST platform, the other is a code-quality tool with a security add-on.
Checkmarx KICS is a free, open source static analysis tool for infrastructure-as-code that scans Terraform, CloudFormation, Kubernetes manifests, and more for misconfigurations before they're ever deployed.
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