Tight Margins

AI models are graded, not tested. Graders are scarce, so the world does the testing, after the fact, and the check that works best is one…

India has given a handful of institutions the job of pricing its private companies, and forbidden them from owning one until the morning …

An interview can tell who clears the bar and can barely rank the people above it. So, after a thousand hires, how many yesses would you g…

As a candidate, how do you read the interview room, and what does it say about the job?

Asked for six years, reported sixty-five times, answers for sale one hop away. What the public record of product interviews says an inter…

Answers have become cheap and verdicts have not. That decides what AI changes first, in the world and in your own team.

Nobody gamed anything. Nobody stayed silent. One question which was never asked.

How legibility discount ends up creating hollow victories, if at all

Imitation is necessary and precedes most innovation. Copying without re-deriving is something else, and a competitor who notices can use …

Judgment is not a repository of tools. It is the habit of recognizing which one the situation is asking for.

A working guide to what actually transfers from worldbuilding

Careers were built on becoming singular. That arrangement had a condition nobody wrote down.

On the distance between reported outcomes and operating reality—and how disclosure can make one company carry a sector’s scrutiny.

Google has a 182-page document describing what should rank higher. Your team has a metric.

Most prototyping advice assumes a screen. For APIs, data products, ranking systems, platforms and agents, the right prototype is the smal…

Your technology has a top speed. Your organization has a different one. Almost everything that goes wrong in the agentic era lives in the…

Automation does not just accelerate decisions. It accelerates consequences.

The infrastructure that makes "moving fast" actually work

The cost of looking competent has collapsed. Organizations have not updated their tests.

Compensation is not a fairness system. It is a pricing system for perceived leverage.