Shift-Left DevSecOps for IaC and CI/CD Pipelines
Shift-left should not mean running more scanners before merge. Its purpose is to move a useful security decision close to the change: a safe default,...
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Analysis and practical guides on cloud, software delivery, data and engineering teams.
Showing 13–20 of 20 articles
Closing the AI Infrastructure Readiness Gap
Owning accelerators, a Kubernetes cluster and model access does not establish production readiness. Infrastructure is ready when the organisation can...
AI Coding Assistants: Trust, Quality, and Governance
Scale an AI coding assistant only after it improves the software delivery system, not merely the rate at which code appears. Accepted suggestions, generated...
Kubernetes 1.33 Upgrade Playbook for Platform Teams
The public title remains, but the operational decision has changed: Kubernetes 1.33 is no longer a valid upgrade target. It reached end of life on 28 June...
Enterprise Agent Interoperability: A2A + MCP Operating Model
MCP and A2A solve different integration problems. Model Context Protocol describes how an AI application uses tools, resources and reusable prompts....
FinOps for AI: Unit Economics Before Scale
The price of a million tokens does not reveal whether an AI product has sound economics. The useful decision unit is the cost of a verified outcome: a...
Machine Identity and API Security for Agentic Systems
An agent should not inherit a user's broad authority or operate behind a shared, static API key. Every runtime that performs work needs a short-lived...
Hybrid Cloud Resilience Patterns for 2026 Planning
Planning for 2026 has become execution, so this article now serves as a decision review and a framework for the next budget cycle. Its central correction...