Event Storm — Content Publishing with Model Moderation
Newsroom draft through classifier-based moderation to distribution, where the human moderator is declared but sits on no command — the review loop nobody modelled.
Make it your own.
title "Content publishing — draft to distribution"
context "Editorial"
actor Journalist
aggregate Article
command "Submit draft" by Journalist on Article
event "Draft submitted" from "Submit draft"
readmodel "Newsroom queue"
command "Request legal review" by Editor on Article
event "Legal review requested" from "Request legal review"
hotspot "Embargoed pieces sit in the same queue as breaking news"
policy "When draft submitted, screen content" then "Screen content"
context "Moderation"
aggregate "Moderation case"
# Declared, and then never put on a command: the human-in-the-loop gap.
actor "Human moderator"
command "Screen content" by "Classifier service" on "Moderation case"
event "Content scored" from "Screen content"
event "Content escalated" from "Screen content"
external "Toxicity model endpoint"
hotspot "Model confidence below 0.6 — who decides?"
policy "When content scored, publish article" then "Publish article"
context "Distribution"
aggregate Publication
command "Publish article" by "Publishing service" on Publication
event "Article published" from "Publish article"
command "Generate summary" by "Summarisation service" on Publication
event "Summary generated" from "Generate summary"
readmodel "Engagement dashboard"
event "Article syndicated"
external "Push notification service"
hotspot "A retracted article stays in the recommender index"