Why Medical AI Cannot Use a SaaS Release Process

AI-enabled medical devices cannot follow a normal SaaS release process because the release includes more than application code. The model, dataset lineage, software, infrastructure, cybersecurity controls, validation evidence, monitoring, and rollback plan must all remain traceable as one controlled product configuration. Any change can affect clinical performance, patient safety, or regulatory status.

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The Cyber Resilience Act Is Now an Engineering Programme: What Connected Product Leaders Must Fund Before 2027

The EU Cyber Resilience Act is more than a compliance requirement, it is an engineering transformation. This guide explains the eight engineering capabilities manufacturers should implement, including Secure Development Lifecycle (SDL), Software Bill of Materials (SBOM), Vulnerability Exploitability eXchange (VEX), Product Security Incident Response Teams (PSIRT), secure firmware updates, continuous vulnerability monitoring, and long-term product support. Learn how to build a practical roadmap for CRA readiness before the 2026 reporting obligations and 2027 compliance deadline.

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The CTO’s Guide to Choosing the Right Platform Engineering Partner: 12 Questions Every Enterprise Should Ask

Enterprise platform engineering projects succeed when organizations choose the right consulting partner. Learn the 12 key questions every CTO should ask to evaluate platform engineering consulting companies, improve developer productivity, strengthen governance, and build a scalable Internal Developer Platform that delivers measurable business outcomes.

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Why Platform Engineering Fails in Large Enterprises (And How to Get It Right)

Platform engineering is rarely held back by Kubernetes or Infrastructure as Code. Most enterprise initiatives fail because developers never adopt the platform. This article explains the organisational challenges, developer experience principles and practical implementation strategies needed to build an internal developer platform that engineering teams genuinely use.

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