A SHIFT IN HOW VALUE MOVES

AI & The Architecture of Value

Designing the operating systems that will power the next decade of commerce

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The last decade optimized efficiency.

The next will optimize intelligence.

Commerce will no longer be defined by transactions — but by context.
Supply chains won’t just predict — they will self-correct.
Marketplaces won’t just connect buyers and sellers — they’ll shape incentives and behavior.

Online Commerce won’t just process transactions.
It will sense context, model incentives, and behave like a living system.

To build that system, we must rethink the architecture.

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It begins with three frontiers:

01.

APPLIED AI FOR COMMERCE

Can a platform understand intent as well as transaction? The most valuable systems of the next decade won’t wait for inputs — they will anticipate desire, model behavior, and act on context in real time.
The future of commerce will know what users want — before they do.

02.

DYNAMIC LOGISTICS NETWORKS

Can fulfillment behave like a living system instead of a linear one? Faster delivery is valuable — but the real opportunity lies in new business models born from adaptive movement: self-correcting supply chains, responsive routing, and context-aware dispatch. When logistics learns — commerce transforms.

03.

NEW OWNERSHIP MODELS

Who gets paid in a transaction — and why?
The next era of commerce will be fractional, shared, tokenized, liquid — where participation replaces consumption and ownership becomes the new interface.

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A FORMULA FOR THE NEXT GENERATION

Commerce = AI + Incentives + Logistics at Scale.

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The defining companies of the 2030s won’t be “online stores.”
They will be incentive engines —orchestrating demand, production, and distribution in

a single intelligent loop...

Commerce won’t be something people do.
It will be the system their lives run on…”

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Evidence From The Fields

I’ve helped build platforms that move value across the Americas, Asia Pacific, and Africa — from attention flows to logistics networks to ownership models.


The mechanics change. The architecture doesn’t.

The Birth of Social Commerce

Launched the ads, merchant, and search layers that formed the foundation of TikTok Shops. What began as features became a new behavioral grammar for online shopping.


Outcome: Social commerce moved from trend to category.

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Commerce as an Incentive Engine

Built the Commerce Partnerships Engine that reshaped how Facebook & Instagram Shops engaged third-party sellers. The result: a system that didn’t just onboard merchants — it aligned incentives.

Outcome: $10B GMV and a self-reinforcing seller network.

Meta logo on a black background.

Turning Links Into Marketplaces

Built the e-commerce partner ecosystem that transformed Linktree from a static link tool into an economic engine for creators, merchants, and brands.

Outcome: A link evolved into a platform — with commerce at its core.

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Fulfillment as Living Infrastructure

Led the Fulfillment Product Organization across the ASEAN region, designing systems that moved people and goods intelligently across local contexts.


Outcome: Scaled movement across 500+ cities — logistics as economic infrastructure.

Where I’m Building Next

AI-native Fulfillment

Fulfillment should operate like a brain — not a schedule. I’m building systems that learn demand patterns, negotiate delivery routes, and adapt to context in real time.

Commerce Decision Engines

Commerce won’t be something users browse — it will be something that computes. Decision engines will model incentives, recommend actions, and move value automatically.

Fractional Ownership Models

Commerce must move beyond consumption into participation. I’m exploring fractional, scheduled, and liquid ownership structures for physical and digital assets.

Invisible Payments

The best payment layer disappears. I’m working toward context-based transactions — where accounts don’t checkout, they simply interact.

Autonomous Logistics

Logistics becomes a living network when routing, dispatch, and supply chain adjustments happen without human initiation. That’s the future operating layer.

New Paradigms for Marketplaces

Marketplaces shouldn’t just match parties — they should design incentives. The next generation of marketplaces will be real-time, multi-party, and self-optimizing.

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Why This Matters

The next decade won’t reward feature builders — it will reward system architects. Commerce, logistics, and AI will converge into living infrastructure, where products are no longer artifacts — but behaviors.

The builders who win won’t chase trends or optimize funnels.

They will design the foundations of how value moves — across cities, markets, and networks of people.

Those who understand its mechanics will define its architecture.

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