AI Product Manager with 10+ years of experience — from high-end hospitality to digital product leadership.
I specialise in rapid prototyping, vibecoding, and lean experimentation: moving teams from hypothesis to validated product in 48 hours.
Skilled in Scrum, SAFe, product discovery, and AI-assisted development using tools like Lovable, Bolt, Cursor, and Claude.
Latest Thinking.
Insights on product management, AI implementation, conversion rate optimisation, and validated growth strategies for B2B founders and product leaders.
A deep dive into why reinforcement learning environments fail in production and actionable strategies to build better ones. Learn from real pitfalls and proven frameworks for AI product builders.
Explore how AI agents are transforming test-driven development for product builders. Learn practical strategies for integrating AI into your TDD workflow, from test generation to refactoring cycles.
An exploration of recursive self-improvement in AI systems—where models enhance their own architecture—and what this paradigm shift means for product builders navigating design, iteration, and control.