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Best Practices

Metrics Program For Supply Chain SecOps

Most supply chain SecOps metrics measure activity instead of outcomes. Here is how to design a metrics program that survives leadership scrutiny and changes behavior.

Apr 7, 20266 min read
AI Security

Human Review Gate For AI-Generated Fix PRs

AI-authored fix PRs are only safe when there is a deliberate human review gate in front of them. Here is how to build one that is fast and trustworthy.

Apr 7, 20268 min read
Regulatory Compliance

EU AI Act High-Risk System Obligations

A senior engineer's breakdown of the EU AI Act high-risk system obligations as they apply in 2026, with a focus on documentation, supply chain, and ongoing monitoring.

Apr 7, 20268 min read
Compliance

CRA Conformity Assessment: Choosing Between Modules A, B+C, and H

The CRA offers three conformity routes: Module A self-assessment, Module B+C type examination plus production conformity, and Module H quality management system audit.

Apr 7, 20267 min read
Container Security

Container Supply Chain Defence: Build To Run

An end-to-end view of container supply chain controls from source through registry to runtime, covering signing, attestation, admission policy, and runtime drift, with concrete checkpoints at each stage.

Apr 7, 20267 min read
SBOM & Compliance

AI-BOM Explained: Tracking Models As Supply Chain

AI models are now first-class supply chain components. Here is how an AI-BOM captures lineage, datasets, runtimes, and evaluations in a way that survives audit.

Apr 7, 20267 min read
Security

spring-security-crypto: What It Does and How to Use It Safely

The spring-security-crypto module gives Spring apps password hashing, symmetric encryption, and key generation without pulling in the full security framework. Here is how to use each piece correctly.

Apr 7, 20265 min read
Security

How to Fix the SnakeYAML Vulnerability (CVE-2022-1471)

The SnakeYAML vulnerability fix comes down to one move: get off the 1.x line and onto 2.x, where the parser stops trusting arbitrary Java types by default.

Apr 7, 20265 min read
AI Security

AI Cybersecurity Threats: The 2026 Landscape

AI has made the median attacker faster and the median phish flawless, while LLM-powered apps opened a new bug class entirely. What actually changed, and what still works.

Apr 7, 20265 min read

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