Articles
Personal observations on AI, machine intelligence, and building with these systems.
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From Hesitation to Habit: Growing Voice-First Products
A growth model for voice-first tools that accounts for the behavioral gap between voice-native and voice-hesitant users, and how to move both through the same loop.
Mar 28, 2026
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Top of Funnel for Voice-First Tools Is Not Signups. It's Someone Else's Product
Why measuring signups as the top of funnel for voice-first tools misses the point, and how behavioral readiness is the real leading indicator.
Mar 27, 2026
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When Thinking Outruns Writing
Mapping writing behavior across modes: responding, thinking, and capturing, and what it reveals about voice-first tools for writing.
Mar 26, 2026
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Why Voice-First Tools Struggle in India
How years of memorisation-based education shaped a generation that defaults to writing over speaking, and what that means for voice-first product adoption.
Mar 23, 2026