The Four-Layer Model: A PM's Framework for AI Product Quality
A structured framework for understanding and diagnosing AI product failures. Learn the four layers of technical literacy PMs need, and how real incidents cross all of them at once.
#Product Management.
19 posts
EU AI Act Compliance Is Already Breaking Startups: What PMs Need to Know
The EU AI Act is not a future concern. It is actively reshaping products today. But treating compliance as a burden misses the point. The best Product Managers will treat it the same way they treat any product constraint: as a forcing function for better decisions.
Agentic Engineering vs Vibe Coding: A Product Manager's Guide to Knowing the Difference
Agentic engineering is about to give Product Managers superpowers we never had before. Vibe coding has its place too, but only if we are honest about what it is and what it is not.
The Great PM Skills Debate: What AI Won't Replace
Everyone agrees AI is transforming product management. Nobody agrees on which skills survive. The debate over strategy, taste, and the 'editing function' reveals a profession in the middle of an identity crisis.
Speak Up, Write It Down, Put It Out There
Why forcing yourself to articulate your thinking is the most underrated skill in your career. From rubber duck debugging to publishing online, the mechanism is the same: saying it out loud makes the thinking better.
The Product Sense Myth: Why Your Best PMs Aren't Born, They're Built
Product sense isn't a mystical gift some people are born with. It's a learnable skill built through deliberate practice, user exposure, and reflection. Here's how to develop it.
Adventures with Clawdbot: From Autonomy to Economic Reality
A deep dive into building an Ai Assistant, the move from rigid automation to fluid agency, and the hard lessons learned about token economics and security.
The Case for Strategic Realism: Why You Shouldn't Abandon the Ideal (Even When It Hurts)
It is easy to dismiss modern product theory as 'out of touch' when you are drowning in bureaucracy. But giving up on the ideal isn't the answer, strategic realism is. Here is how to play the long game without losing your mind.
AI Will Supercharge Your Value Stream, But Only If You Fix Your Architecture First
We often talk about AI writing code, but its real power lies in managing the flow of value. The catch? You can't apply a Ferrari engine to a horse-drawn cart. Here is why organisations must restructure to unlock the AI advantage.
A Product Management Manifesto for the AI Era
Agile won the war on delivery, but we are losing the peace on value. It is time for a new set of values that prioritises outcomes over outputs and learning over logistics.
Agile Governance: Changing the Rules Without Losing Control
Agile does not remove the need for governance. It changes how governance works so that it supports the flow of value, and must be tailored to each organisation rather than copied from traditional project management.
Product Management at the AI Turning Point: Why the Next Age Demands a New Role
AI is reshaping not just the products we build but the very nature of work itself. For Product Managers, this turning point demands a shift in mindset, moving beyond execution to strategy, ethics, and orchestration.
Scaling Agile Without Losing Its Soul: A Product Leader’s Perspective on SAFe, Flow, and Value Streams
How Product leaders can scale Agile organisations thoughtfully, leveraging frameworks like SAFe, Flow, and the Product Operating Model without losing Agile's core principles.
The Innovation-Killing Myth of Predictability
How our obsession with certainty is undermining our ability to innovate, and what we should do instead.
How Security and Data Governance Improve User Experience
Exploring how strong security practices and transparent data governance not only protect users but also build trust, enhance engagement, and create a better overall user experience.
Embracing Iterative Requirement Development in Product Ownership
How modern product teams can move beyond traditional requirement processes and embrace Agile, empirical, and iterative approaches for greater success.
Book Review: The Principles of Product Development Flow – A Masterclass in Modern Software Development Thinking
An in-depth review of Donald Reinertsen’s masterwork and why it’s essential reading for serious product managers.
Agile Isn’t What You Think
A deep dive into why most Agile implementations miss the point, how focusing on velocity over value undermines true agility, and what it really takes to embrace uncertainty and deliver meaningful outcomes.
Why Product Managers Should Trust Their Gut When Data Falls Short
Why great Product Managers know when to trust their intuition—especially when data is incomplete, unavailable, or unable to guide breakthrough innovation.