Articles
Personal observations on AI, machine intelligence, and building with these systems.
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The Wow Moment Shouldn't Take Two Weeks
Littlebird's cold start is structural, not a bug. Context seeding and role awareness can move the 'wow moment' from week two to hour one.
Apr 21, 2026
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The Three Moments That Will Make or Break Littlebird
I ran a structured comparison between Littlebird and ChatGPT. Littlebird won where it mattered most - and lost where it mattered most. Both at the same time. Here is what needs to change.
Apr 14, 2026
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Voice at Work: Why It's Harder Than It Looks
Voice-first tools feel inevitable in consumer products. Inside enterprises, they feel optional. That gap is not about capability. It is about how work actually happens.
Mar 31, 2026
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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
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When AI Disappears, Value Appears
The most powerful AI products don't feel like products. They disappear into workflows and quietly make them better. That invisibility is the value.
Mar 20, 2026
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The Tiny Feature That Saves Your Users and Your Metrics
Streak protection seems like a small UX kindness. Behind the scenes it is a masterclass in behavioral design, retention strategy, and monetization.
Feb 5, 2026
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Anatomy of a CLI-Based Code Assistant
CLI-based AI assistants are more than ChatGPT in a terminal. Breaking down the architecture, token economics, and trade-offs of a modern coding agent.
Jan 20, 2026
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Qualities of Great AI Coding Agents
The difference between a code generator and a truly great coding agent lies in context, quality, and workflow integration. A breakdown of what separates exceptional from average.
Jan 10, 2026