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Tom Hollowell

Contributing Writer

Tom Hollowell

Tom Hollowell writes about software engineering discipline, AI systems, DevOps and requirements management.

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Contributed ContentCI/CDcloud cost optimizationDevOpsAI GovernanceMLOps

Latest from Tom

Contributed Content

FinOps Isn’t Slowing You Down — It’s Fixing Your Pipeline

Stop firefighting cloud costs weeks after deployment. Learn how to “shift cost left” by integrating cost estimates and policy-as-code directly into your DevOps workflows using tools like Terraform and GitHub.

Apr 15, 2026 · 3 min

All articles by Tom Hollowell

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Contributed Content

Embedded DevOps: Bridging the Gap Between Firmware and Modern Delivery

Embedded software development has traditionally followed a different rhythm than mainstream software engineering. Hardware availability drives schedules. Validation cycles are longer. Releases are deliberate. Documentation is extensive. For good reason, embedded systems often operate in safety-critical or highly regulated environments. However, expectations around software delivery have shifted. Connected products, over-the-air updates, security mandates and shorter market windows […]

3 min
Contributed Content

Why AI Makes Requirements a Runtime Artifact

In traditional software, requirements are static design-time artifacts. In AI-enabled systems, they must be continuously observed and enforced in production. Learn how AI collapses the boundary between design-time and runtime, shifting requirements toward behavioral constraints, continuous verification, and shared ownership across engineering and operations

3 min