Project AI Journalist 2.0

Flattened English

An automated platform measuring linguistic labor in AI-mediated knowledge work.

By Herman Justino

LLMs impose a flattened, prestige English that creates unequal linguistic labor costs across global workers who participate in digital knowledge economies.

Global Labor Currency

This is not about race alone, it is about whose English is treated as default labor currency in AI-mediated work.

Asymmetric Compliance

LLMs impose asymmetric compliance costs, shifting the burden of standardization onto non-native and dialect speakers.