Madhvendra Tiwari.
Thinking

Notes that held up.

I think in public, mostly about products, AI and the strange new economics of trust. These pieces earned their keep. Each links to the original, unedited.

11,000+ follow along Written on LinkedIn Sharpened by comments
The lab

Proof I use the tools.

A product person who does not build with AI daily is reviewing a restaurant from the car park.

Virtual Maddy · 2026

A personal AI copilot on Microsoft Azure, summoned from WhatsApp. It knows my work, drafts in my voice, and taught me more about agent reliability than any article could.

2025, by volume

104 million tokens through Cursor, and usage in ChatGPT’s top 0.1 per cent. Not badges, just evidence of where my hours actually go.

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