Company feeds AI-generated docs and Slack into AI to write performance reviews, then humans calibrate

signulll · x · 2026-11-10

A viral anecdote: an engineer used AI to ingest the whole company's Confluence docs, Slack messages, and code — all likely AI-generated in the first place — then had AI produce performance summary docs from that corpus. A group of people then sat in a room to manually calibrate the AI-written reviews against each other.

The pipeline is almost entirely AI-in-AI-out, with humans only handling the final calibration step — a striking snapshot of self-referential AI workflows in modern workplaces.

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