AI Security
Guardrail Consolidation: Market Dynamics 2026
Two dozen AI guardrail vendors in 2023. A much smaller set in 2026. The consolidation has pattern — integrated platforms beat standalone guardrails.
Mar 19, 20262 min read
Resources
Supply Chain Security, in plain English.
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.
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Fog Ransomware: Why the Education Sector Keeps Getting Hit
Fog ransomware has carved a niche targeting schools and universities, exploiting chronic underfunding and SonicWall VPN vulnerabilities to devastating effect.
Mar 19, 20266 min read
DevSecOps
GitLab CI Supply Chain Hardening Checklist 2026
A 2026 hardening checklist for GitLab CI: ID tokens, protected branches, runner isolation, included templates, and the controls that actually shrink blast radius.
Mar 19, 20265 min read
AI Security
MCP Server Authorization Patterns in 2026
The Model Context Protocol shifted agent integration from custom glue to a standard surface. Authorization patterns that work, and the ones that keep biting teams.
Mar 19, 20266 min read
AI Security
Container Security Scanning: A Practical Guide
What a container security scan checks for, where it fits in your pipeline, and how to turn a wall of image CVEs into a short list of things worth fixing.
Mar 19, 20266 min read
Tools
Falco 0.40: Modern eBPF Is Now Default
Falco's 0.40 release line makes modern eBPF (CO-RE) the default driver, deprecates the legacy probe and gVisor engine, and changes how operators ship Falco. Here's what changed and what to test.
Mar 19, 20266 min read
Concepts
What Is Hashing? A Plain-English Guide to One-Way Functions
Hashing turns any input into a fixed-size fingerprint that cannot be reversed. It quietly powers password storage, integrity checks, and digital signatures across modern software.
Mar 19, 20266 min read
AI Security
Container Security Best Practices That Actually Reduce Risk
Container security best practices come down to a small set of high-leverage habits: minimal images, non-root users, scanned dependencies, and least-privilege runtime. Here is the working list.
Mar 19, 20266 min read
Container Security
What is Kubernetes Security
Kubernetes security spans four layers — cloud, cluster, container, code — and misconfiguration, not novel exploits, causes most real-world incidents.
Mar 19, 20268 min read
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