Building with AI
Building at AI Speed Without Sacrificing Production Quality
AI made it easy to produce something that looks finished. The harder question is what it takes for that work to survive real users, real teams, and real operations.
Mena's Perspective
How I think, written down.
Practical thinking on AI, product, technology, Agile, leadership, and getting things shipped.
What I believe
AI should create leverage, not chaos.
Agile should improve delivery, not create more meetings.
Product strategy is meaningless without execution.
Speed is valuable only when quality can keep up.
A prototype is not automatically a production-ready product.
The best technology leaders understand both the business problem and the technology required to solve it.
Topics I write about
Recurring themes.
- AI & Work
- AI & Product
- Product Leadership
- Agile & Delivery
- Technology Leadership
- Building with AI
- Leadership & Career
In progress
Pieces currently being written.
These are planned essays rather than published articles. Nothing here is presented as live content until it is written and reviewed.
AI & Product
From Vibe-Coded Prototype to Production-Ready Product
The distance between a convincing demo and a supportable product is mostly made of decisions nobody made yet.
AI & Work
Where AI Actually Creates ROI
Start with the workflow, not the tool. Most durable value shows up in repetitive, high-volume, low-risk work.
Agile & Delivery
Agile Without the Bureaucracy
Ceremonies are not the practice. Backlog quality, honest planning, and follow-through are.
Product Leadership
The Future of Product Leadership in the AI Era
When execution gets cheaper, judgment about what to build becomes the scarce skill.
Agile & Delivery
Why Good Products Fail During Execution
Strategy usually survives the deck and dies in the trade-offs. That is where it needs a leader present.
Technology Leadership
How Product Teams Can Use AI Without Creating Chaos
Adoption is easy. Keeping quality, ownership, and review intact while the team moves faster is the real work.
Speaking & Conversations
Topics I speak about.
I speak with product teams, leadership groups, and technology organizations. These are the conversations I am most useful in. Past engagements will be listed here once they are confirmed.
AI and the Future of Product Leadership
AI-Enabled Product Teams
From Prototype to Production
Agile in the Age of AI
Building Products That Actually Ship
AI for Product Managers
Product Leadership in an AI World
Next step
Let's talk about what you're actually trying to build.
Bring the decision you are stuck on. We will start there.
Prefer LinkedIn? Message me there, or read more about how I work.