IDEAS & PERSPECTIVES
Notes from the work.
Thoughts on AI, product leadership and enterprise transformation. Read a short introduction here, then continue on LinkedIn or Medium.
The Next Level of Abstraction: Why AI-Assisted Programming Is a Natural Evolution… Even If It Feels Like Cheating
AI-assisted programming belongs in computing’s long history of abstraction: complexity moves, while human attention moves closer to intent, system design and judgement.
Rethinking Professional AI Readiness: A Role-Relative Framework for Capability, Evidence and Assessment Confidence
Why AI readiness must be interpreted against the responsibilities of a role, with capability, evidence and assessment confidence treated as separate signals.
AI Isn’t Replacing Product Managers — It’s Exposing Who Was Strategic All Along
AI compresses execution-focused product work and raises the value of problem framing, judgement, prioritisation and builder-oriented product leadership.
Good products start
with better questions.
So do good conversations. For product, transformation, applied AI, or a conversation with your team or classroom.
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