Essays & Reflections
Work, Identity & a Life in Progress
I write about retail, AI, leadership, and the experiences that shape my perspective. More recently, I’ve begun sharing the work of learning Japanese, including what it means to start again, ask for help, and make room for change.
When Border Bias Becomes Training Data: Why AI Poses New Risks for Racialized Travelers
At the Canadian border, an officer asked what I thought about AI. When I told him its darkest risk is erasure, he brought up something most people avoid. New hires sometimes rely on instinct more than training, and their decisions shape who gets searched or stopped. If AI learns from those patterns, the bias becomes logic. This piece explores how border automation can harden inequities that already exist, and why systems must be designed to truly see the people they serve.
When Answer Synthesis Replaces Search, Visibility Becomes the First Casualty
Answer synthesis is positioned as the future of search, but most AI systems cannot see underrepresented communities clearly enough to summarize them. When a model replaces exploration with a single synthesized answer, nuance disappears and minority perspectives fall out of view. This piece examines how visibility collapses inside synthesis systems and what must change before this shift becomes the default.
Synthetic Consumers Will Rewire Product Development. But Only If They Can See Us.
Synthetic personas are about to change how companies test ideas, but the systems generating them still misread or erase LGBTQ and BIPOC consumers. When AI personas replace real users without identity-aware data, emotional metadata, and lived-experience signals, synthetic research becomes a closed loop built on omission. This piece lays out the risks, the systemic blind spots, and the strategic path toward synthetic consumers that reflect the real world instead of flattening it.
Role Design in the Age of AI
The modern workplace now moves at a velocity the human brain was never designed to sustain. Workloads accelerate. Expectations multiply.
Communication channels expand. And somewhere in all that speed, something quietly vanishes: Clarity.
Prediction Isn’t Perception: Why Delta’s Automation Is Failing the Human Traveler
People don’t remember flawless. They remember feeling seen.
They remember the human who made the stress smaller, the journey lighter, the moment calmer. They remember the person who didn’t just process them, but acknowledged them.
Travel, at its core, is a human ritual. It is migration, reunion, escape, reinvention, obligation, hope. And any airline that forgets that truth — even unintentionally — begins to lose the one thing technology can’t replicate: emotional resonance.
How AI Could Help Nintendo Read Emotion and Redefine Game Design
For years, Nintendo has been the moral compass of interactive entertainment.
A company that taught the world that joy could be engineered, and that simplicity could feel transcendent.
They’ve spent decades proving that technology doesn’t have to exploit emotion to move people. It can honor it.
That’s why their recent stance on AI — a public commitment not to use it in game design — is so fascinating. Because in one sense, they’re right.
And in another, they’re missing their greatest opportunity yet.
This Was Made for Me
Before AI and data, before loyalty programs and grocery analytics—I was at the wheel, shaping clay with care. That same presence guides how I build today. Not just tools that function, but systems that feel right in someone’s hands.
AI for Humanity: How AI Can Empower Creativity
AI has become a household name in the world of creativity. It’s helping artists design stunning visuals, musicians compose new melodies, and writers craft stories. But let’s be honest—many of us still feel a little uneasy about it. Can a machine really understand creativity? And even if it can help, what does that mean for the uniquely human magic we bring to the process?
AI for Humanity: Customer-Centric AI for Personalized Travel Experiences
Imagine planning a dream vacation where every recommendation feels custom-made for you, yet you never have to give up your personal data. Sounds too good to be true, doesn’t it? It’s not—thanks to the rise of Customer-Centric AI, a new approach to artificial intelligence that promises to deliver exceptional, tailored experiences while respecting privacy.
AI for Humanity: Using AI to Drive Social Responsibility in Retail
AI is reshaping CSR initiatives in ways that benefit both business outcomes and society at large. This blog post explores why retailers must embrace AI-driven social responsibility and dives into five innovative AI applications that can drive impactful change.