CI/CD Branching Strategy

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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Embedded Linux DevOps

Embedded Linux DevOps vs Cloud DevOps: Why Most Teams Are Still Years Behind

Embedded Linux DevOps continues to lag behind cloud DevOps in many organisations. Long Yocto build times, fragile OTA updates, certification challenges, and manual compliance processes often slow product delivery. This article explores how platform engineering, release engineering, DevSecOps, SBOM automation, and modern CI/CD practices help embedded Linux teams improve delivery speed, security, compliance readiness, and operational reliability.

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