Ataz Labs

Technical notes on secure systems and software delivery

Technical Journal

Notes on secure systems, software delivery, and applied AI.

Field-informed writing on cybersecurity, DevSecOps, architecture, automation, and the engineering practices that make complex systems more trustworthy.

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DevSecOps Secure delivery, policy-as-code, and platform practices. Applied AI Governance, agents, automation, and AI-enabled workflows. Architecture System design, cloud patterns, and resilient operating models.
Recently Updated Evergreen notes
April 29, 2026 CMMC 2.0 in Practice April 25, 2026 Runtime Governance for Mission AI April 25, 2026 The DoD Zero Trust Strategy: Where It Stands
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Featured Essay March 22, 2026
ai

March 22, 2026 • 3 min read

AI Agents in the CI/CD Pipeline

How AI agents change the assumptions behind CI/CD pipelines, review gates, and accountability.

#ai #cicd #devops
Latest Notes 5 total
development

March 18, 2026

The Power of Open Source Software Tools

How open source tools shape modern development workflows and technical capability.
devsecops

February 5, 2026

Policy as Code: The DevSecOps Evolution

Why policy-as-code turns security rules into enforceable, testable delivery controls.
delivery

January 31, 2026

Agile in Defense: Modern Software for Enterprise Security

Why traditional Agile falls short in defense organizations and how to bridge the gap between speed and governance
gitops

January 27, 2026

GitOps in the Age of AI and Modern Warfare

Why GitOps matters for reproducible infrastructure, automation, and accountable software delivery.