Building Systems That Compound.
AI. Enterprise Platforms. Long-Term Thinking.
I lead AI-native product at scale, build durable assets, and write about systems that create real, compounding value.
About
I work at the intersection of enterprise AI, product strategy, and systems design.
Professionally, I lead AI & AppDev product strategy at OutSystems, focused on turning agentic AI from experimentation into production reality.
Personally, I build long-term physical assets through Grounded — applying the same principles of context, resilience, and compounding beyond software.
I care about building things that get stronger over time.
Focus
Enterprise AI & Agentic Systems
Designing AI-native platforms that operate safely at enterprise scale — not demos, not prototypes, but production systems with governance and leverage.
Systems & Compounding Assets
Building assets — digital and physical — that increase in capability and value through structure, not noise.
Writing & Thinking
Essays on AI-native product, enterprise operating models, leverage, and long-term decision making.
Selected Writing
Models keep you secured in the enterprise vibe
Vibe coding isn't broken—it just needs a chassis. How a 12-year-old patent on model-based security turns AI-generated code into enterprise-grade software.
The "Text-to-Code" Wall: Why Visual Models Are the Missing Link in Agentic AI
An honest take on 'Vibe Coding' in the enterprise — why text-to-code hits a wall at scale, and how visual models become the chassis for AI-driven development.
You too can be a Product Manager
A simple set of arguments that will openly invite someone to consider being a PM — domain knowledge, leadership, and unlimited curiosity.
Grounded
Grounded is my long-term experiment in building a physical system with the same principles I apply to enterprise platforms: context, structure, and time.
It is a living asset designed to compound — economically, ecologically, and structurally.
Mentoring & Strategic Conversations
I work with a small number of founders and product leaders navigating AI-native transformation and long-term strategy.
Typical conversations include:
- Enterprise AI strategy and agentic systems
- Designing product organizations for the AI era
- Moving from experimentation to production reality
- Thinking clearly under strategic pressure
If this resonates, reach out.