Field notes on AI product, retail tech, and platforms.
Long-form posts on what I'm seeing while shipping multi-country platforms, building with agentic AI, and leading teams across 15 countries. No fluff — only what worked and what didn't.
- Multi-Country RolloutRetail TechnologyProduct Management
Scaling Scan & Go to 9 Countries: The Operating Playbook Behind a 12-Month Rollout
How we expanded Carrefour's mobile scan-and-go checkout from one country to nine in twelve months — country selection, the configuration-first platform, the blast-radius rules, and what I'd do differently.
9 min read - Biometric PaymentsComputer VisionPrivacy by Design
FacePay: Building Region-First Biometric Payments at 99.9% Accuracy
Behind the region's first biometric retail payment launch — accuracy under store conditions, privacy-as-architecture, where the sub-3-second budget actually goes, and the four moves that turned going first into a moat.
11 min read - AI Product ManagementAgentic WorkflowsClaude Code
AI-Native Product Management in 2026: Claude Code, MCP, and Agentic Workflows on a Tuesday
Field notes on how agentic AI changed the day-to-day of a Lead PM running multi-country platforms — what shifted from documents to systems, the tools that paid rent, and the parts of the job that are now more important, not less.
12 min read - CareerProduct LeadershipAI Product Management
From Lead PM to AI Product Leader: A 15-Year Roadmap
The four eras that shaped a 15-year arc from mobile engineer to Lead PM running multi-country retail platforms — what compounded, what I'd skip, and the bets I'm making as the field shifts toward AI product leadership.
11 min read
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