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Agentic Risk Class Postures
When dealing with Agentic AI, many companies struggle with one basic question: what governance posture should we take? Some say, “Agents are dangerous,” and get labeled naysayers. Others want to “go find out,” and get labeled reckless. Both impulses have merit. But most agentic implementations require a position in between: contain the danger - and avoid analysis

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Prioritization isn't what it used to be.
"Prioritization" once meant finding the one, single most important thing. In the Latin root, prior was a singular absolute. There could be only one. But the world accelerated. Hence, the concept fragmented: we started juggling "priorities." In this post, we'll explore how the historic concept of prioritization breaks down in complex, high-velocity systems, and what a modern,

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AI Estimation - helping you understand Architectural Quality
Artificial Intelligence can be a blessing and a curse. While developing VXS, I have come upon a personal reflection exercise: At the end of every working day, I tell my IDE AI to "please explain all the changes we have made today." Then, I feed the output into chatGPT and ask it, "Please provide for me a conservative estimate for this backlog." The result is usually something...

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Is your Strategy a Waste?
"Strategy" has a bad rap in many teams - not because it's a bad thing, but because in most companies, it's disconnected. Disconnected from reality, from their work, from the situation they are facing. A team lead recently told me, "We're not involved in strategy. That's someone else's job. We just get told our job, and then we do it." And that's how strategy goes to die before

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Story Points answer nothing
It's 2025, more than a decade since Story Points should have been buried. But they still aren't. Let me tell you why they're a distraction, not a solution. The purpose of Estimation: Decisions When Estimates come up, I always ask: "Who needs the estimate, and what decisions will be made based on them?" Let me give you a few examples when estimation can't be answered by provid...

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