AI exposes bottlenecks in manual review, vague requirements and outdated validation models.
This article explains how spec-driven development, architectural truth models and agentic CI/CD pipelines reshape delivery for the AI era.
AI is no longer a convenience tool. It has changed the pace of what is possible, while most organisations kept the same delivery model. This article explains why effort no longer wins, why structure does, and how AI first pods can ship in hours instead of weeks.
Agentic AI is changing how we design and build software, but not in the simplistic “AI replaces everyone” way some people imagine. It shifts where human expertise matters, compresses delivery time, and exposes which organisations are truly agile. This post looks at how roles evolve, where the real leverage is, and why communication becomes the core skill.