Faster Systems, Slower Confidence
AI systems are now moving faster than our ability to reason about them. The advantage belongs to teams that build earlier, validate tighter and close the loop faster.
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I've built products and services for 20+ years across Asia and Europe, as both a Product Manager and Product Consultant. Today I build product systems using AI-native workflows, moving from idea to working products in days instead of months.
I prototype real product systems using Claude Code, Codex and task-specific AI models. Instead of long specs and delayed learning, I show working ideas early. Less guessing. Better decisions. Fewer wasted sprints.
My own projects are proof that this approach works. The goal isn't replacing teams. It's removing the friction between thinking and shipping.
Off the clock, you'll find me with Muttley, my Chow Chow, playing Call of Duty or Battlefield, deep into a Lego Technic build or tinkering with home servers on Raspberry Pis.
After a pandemic year in Berlin, I spent 2022 in Kuala Lumpur as a Product Management Consultant. Worked with Oliver Wyman on a financial project, then with a client in the Middle East. I returned to Pune late 2022 to be closer to family. In 2024 I started building independently. Lean, hands-on, AI-native workflows. Clear specs, fast prototyping. My own builds prove the approach works. Focus areas: • Product workflow design • Rapid prototyping and validation • AI-assisted development workflows • Clearer specifications and faster decisions
At Delivery Hero I helped launch the fintech strategy across more than 50 markets. Align teams quickly. Start smart. Build the foundation for scale. My role was to get things moving.
At PayNet I helped build a next generation banking platform. Real time payments, account data, eKYC and more. API first, cloud native and built to scale for banks and businesses. I also helped shift the team from slow waterfall delivery to a faster product mindset. Designed and launched MyDebit’s authentication service on AWS. Fast, secure and built for scale. Also worked closely with the C-suite to shape product strategy across key national projects, including Malaysia's push into Open Banking. Big moves, real outcomes.
Some of my work's under NDA. Here are a few I can actually show.

Lightweight todo app with smart filters and persistent local storage. Next.js 15, TypeScript, and Tailwind with mobile-first design. Real-time validation and progress tracking keep it focused and effective.

Responsive, fast and built to convert for a subscription-based meal brand. HTML5 + SCSS with modular components, smooth motion and sticky nav. Optimized assets keep it sharp and quick despite the rich visuals.

Photography portfolio with interactive lightbox gallery and category filtering. Vite + React + TypeScript + Tailwind with lazy loading. React Router keeps transitions smooth — clean, type-safe and performance-focused.
Thoughts on product development, AI-native workflows and lessons from building real systems.
AI systems are now moving faster than our ability to reason about them. The advantage belongs to teams that build earlier, validate tighter and close the loop faster.
Most people use Claude Code like a fast typist. `/insights` shows you the patterns you're too busy to notice and gives you a guide to fix them.
More context doesn't mean better output. Here's how to actually use the 1M window without ruining your work.
I build LEGO Technic to clear my head. Gears, pistons, mechanics clicking into place. It keeps me close to cars and bikes without needing a garage. Sharpens focus. Keeps things calm.
This gallery shows that process in action. Each model started as a moment of focus and became something real.



Let's talk.
Have a project, idea or collaboration in mind? I'm open.