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“Write As Little Code As Possible” Was Always the Point. AI Just Made It Urgent.

by Stefan Wolpers | 2026-05-24 Agile and ScrumAgile Transition

TL;DR: Write As Little Code As Possible and Agentic Coding

Agentic coding tools have collapsed the friction of producing plausible software; output is no longer an issue. However, they have not collapsed the friction of knowing what is worth building, whether it fits the system, or whether users will change their behavior because of it, the much-desired outcome. When generating plausible code becomes cheap, every hour spent building the wrong thing becomes waste that can now be produced at scale. Discovery, validation, product judgment, and verification are what stand between your team and creating expensive waste at high-speed.

Thesis: AI made generating code cheap enough that weak product judgment can now scale. That is the problem this article addresses.

Write As Little Code As Possible Was Always the Point. AI Just Made It Urgent: Avoid Creating Waste at Scale — Age-of-Product.com

Dear Micromanager: Your Distrust Has a Job; It’s Just Not the One You’re Doing

by Stefan Wolpers | 2026-05-17 Agile and ScrumAgile Transition

TL;DR: Why A Former Micromanager Will Make AI Adoption Work

Twenty years of agile coaching failed to fix the micromanager who meddles with every draft, every meeting, every decision. This article shows where their distrust stops damaging teams and starts producing the verification work AI adoption actually needs. Welcome the Verification Architect!

Your Distrust Has a Job; It's Just Not the One You're Doing: Why A Former Micromanager Will Make AI Adoption Work - Age-of-Product.com

Working with Cowork: Claude Desktop Is Three Apps Pretending to Be One

by Stefan Wolpers | 2026-05-09 Agile and Scrum

TL;DR: Understand the Claude Desktop Architecture and Save Time

You configured Claude in Claude Desktop, wrote instructions, uploaded reference files, and set your preferences. Then you clicked the Cowork tab.

Unfortunately, Claude had no memory of what you just did. Your instructions were gone, as were your files and preferences. You assumed this was a bug, but it is a feature: You switched applications.

Working with Cowork: Claude Desktop Is 3 Apps Pretending to Be One; Save Time & Nerves by Understanding Its Architecture — Age-of-Product.com

The AI Spending Trap: Why Adoption Outpaces Outcomes

by Stefan Wolpers | 2026-05-03 Agile and Scrum

TL;DR: AI Adoption Issues Sound Familiar to Agile Practitioners

If you have spent the last twenty years arguing that velocity is not value, that adoption is not impact, that an Agile transformation is not a Jira migration, the Stanford AI Index 2026 will read like déjà vu: The technology is new. The failure mode, the AI spending trap, is not.

The many organizations that have adopted AI but cannot show an EBIT impact are the same organizations that adopted Scrum without learning empiricism, adopted DevOps without changing how they fund teams, and adopted product management without giving anyone product authority.

The economic data is the evidence. The interpretation is what you, the agile practitioner, already know.

The AI Spending Trap: Why 88% of Companies Adopted AI and 39% Cannot Show Returns on Investment - Age-of-Product.com

The Scrum-to-POM Transition Is a Role Repositioning Event

by Stefan Wolpers | 2026-04-26 Agile and ScrumAgile Transition

TL; DR: Scrum-to-POM Is Not About Frameworks

Two weeks ago, I asked my audience whether they wanted a short course on moving from Scrum to a Product Operating Model, and 22 answered. That was not the Scrum-to-POM dataset I hoped for, but it was valuable for the conversations. Interestingly, one pattern ran through more than a quarter of the responses: The people writing back were not asking about transformation practices or operating models. They were asking what was about to happen to their jobs.

Let me paraphrase some of their replies: One Agile Coach wrote that their role had already been made redundant, and the internal training their employer offered was not enough. Another asked a blunt question: “What will happen to my role?” A third described leadership, saying they wanted this shift, while their behavior remained inconsistent. A fourth reported confusion about what a product coach actually is. A fifth dismissed the whole discourse as high-level fluff, transformational buzzwords, zero accountability, and vague systems thinking with no teeth.

My takeaway: While the organizational design debate appears to be the surface, the ongoing role repositioning is what the people on the ground are living through.

The Scrum-to-POM Transition Is a Role Repositioning Event; Many Practitioners Haven’t Yet Noticed — Age-of-Product.com

No More Cheap Claude: Four First Principles of Token Economics in 2026

by Stefan Wolpers | 2026-04-19 Agile and Scrum

TL;DR: Token Economics in the Era of Scarcity

Your Claude Pro subscription hits limits faster than it did in January, as Anthropic quietly re-priced the ceiling, and every AI provider is rationing compute. If you keep working with Claude the way you did six months ago, you are in for a rude awakening. This article gives you four principles that explain how Token Economics actually works, so you can stop accepting the black box and start using your budget deliberately.

No More Cheap Claude: Four First Principles of Token Economics in 2026, Separating Professionals from Amateurs - Age-of-Product.com