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Deep Dive · XiaoHu Explains

Chroma's founder wrote 12 rules for the AI-era company: teach the AI first, hire only if it can't learn

The core claim: a company's bottleneck has shifted from "how fast people can execute" to "people's taste and judgment." This is entirely one person's opinion, with no supporting data.

Where this list comes from

Same format, fifteen years apart — once taught you how to write code, now teaches you how to run a company

In 2011, Heroku's Adam Wiggins wrote a list called the 12-Factor App: twelve things a program needed to get right to run reliably in the cloud. Don't hardcode config into your code. Treat logs as event streams. Never let a process hold its own state. The list became a shared standard for writing cloud software.

Primary source and reference