New • August 2026

Agentic SDLC
Rethinking How We Build Software with AI Agents

A short, opinionated book about what changes when machines become the executor — and how to redesign the lifecycle accordingly.

Agentic SDLC book cover

The Cost Assumption Nobody Noticed

Every practice in software development rests on a single, largely unexamined assumption: humans perform the work.

That assumption was correct for the first seventy years of computing. It no longer is. AI agents can now interpret instructions, explore codebases, write code, run tests, analyze failures, and repeat that cycle — at machine speed. And yet most organizations are plugging machine-speed execution into human-speed processes and calling it progress.

Software development was designed around the cost of human execution. Agentic SDLC is designed around the cost of machine execution.

This book argues for something different: redesign the lifecycle around what machines can actually do, and then design the human role around what remains. It challenges the Agile ceremonies, role-based team structures, user-story heuristics, and governance practices that were designed around human execution — and proposes a simpler model.

Not SDLC + AI

Adding AI coding assistants to a Scrum process isn't transformation. It's accelerating one stage while leaving everything else untouched.

A New Mental Model

Humans define intent. Specifications preserve it. Agents execute. Verification validates. Evidence provides governance. Humans govern the transitions.

AI-Agnostic

Not about a specific vendor, model, or tool. The principles apply whether you use Claude, Gemini, Copilot, or whatever emerges next.

Short & Opinionated

Designed to be read in an afternoon and argued about for weeks. States opinions clearly, cites facts carefully, avoids hype.

For Everyone Trying to Make Sense of AI in Software

Twelve Chapters, One Argument

Leonardo Sampaio

Leonardo Sampaio

Principal Architect at CI&T with over 20 years of experience in how great software actually gets built — and why it so often doesn't. Author of AI-Assisted SDD and holder of more than 25 professional certifications.

Leonardo's work bridges technical excellence with executive priorities — helping teams navigate ambiguity, scale sustainably, and deliver innovations that matter.

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