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Things I think about: AI products, growth, voice interfaces, and building from zero.

February 2026 · 8 min read

I Evaluated 8+ Voice AI Vendors. Here's How I Would Decide What to Build vs Buy.

A practical breakdown of what to look for when choosing voice AI infrastructure for production applications.

voice-aivendor-evaluationbuilding
January 2026 · 6 min read

You Think You're Shipping a Product? You're Actually Operating a Platform.

The hard part isn't building the thing. It's noticing when it becomes the place where other work starts living.

product-managementplatformsstrategy
January 2026 · 7 min read

Personalization Didn't Get Creepy. It Lost Its Boundaries.

Why AI-powered personalization fails quietly and why that failure is a product decision, not a technical one.

personalizationai-productsgrowth
December 2025 · 6 min read

When AI Fails, It's Rarely Because the Model Was Wrong

Why the next bottleneck in AI adoption is decision boundaries, not accuracy.

ai-productsintegrationlessons
December 2025 · 6 min read

When AI Stops Assisting and Starts Deciding

How everyday helpful systems quietly take on judgment, and why most teams notice too late.

ai-productsautonomy
November 2024 · 5 min read

Building a Product Vision: The Blueprint to Long-Term Success

How to create a product vision that actually guides decisions.

product-managementstrategy
October 2024 · 7 min read

Duolingo's Growth: Product Management Lessons You Can Steal

What product managers can learn from Duolingo's growth playbook.

growthproduct-managementcase-study
October 2023 · 5 min read

AI's Green Dilemma: Innovation at What Cost?

Exploring the dual nature of AI in a sustainable world.

aisustainability
September 2020 · 6 min read

Machine Learning IS for Everyone

Breaking down the barriers to entry in machine learning.

machine-learningaccessibility
August 2020 · 5 min read

Skills Needed to Be a Data Scientist

A practical guide to the skills that actually matter in data science.

data-sciencecareer