
Data Speaks Only in the Language You Bring
On marketing measurement, and why the numbers you are given cannot be the numbers you use
First-principles analysis of AI technology, strategy, and organizational incentives — and the gap between how the stack is described and how it actually works.
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On marketing measurement, and why the numbers you are given cannot be the numbers you use

The vibe coding narrative gets the economics of AI-assisted development exactly backwards. The bottleneck didn't disappear — it moved from typing to judgment, and judgment doesn't compress.

TL;DR This is a fragmentation game, not a 0-1 displacement game. Microsoft’s fortress—over 90% of the Fortune 500 on M365 Copilot per Satya Nadella’s FY25 Q1 earnings call [1]—is intact at the suite level, but AI-native insurgents are capturing specific surfaces.

A Policy Analysis for Competitors, Investors, and Startups

A Strategic Analysis of Corporate Acquisition in the Age of AI Agents

Your benchmark scores might be lying to you. Here’s how to tell.

The one-line algebraic bet behind every data system that mattered.

The Lankavatara Sutra is not a book about machines.

Why Your Current Org Chart is Sabotaging Your AI Investments

A First-Principles Guide