Unified One API Key vs Provider Keys for Structured Node.js Moderation (Why Centralize)
Choose adapter-owned decision events for a portable Node.js moderation layer, and keep provider details out of the telemetry contract. The deciding…
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3 Candidate Content Policy Checks Before Review — Why LLM Moderation False Positives Happen
Short answer: LLM moderation false positives happen when model signals are treated as policy verdicts; for user-generated candidate content, allow c…
Define Startup App Moderation Categories for Sexual, Violence, Illegal, and Spam (Portably)
Short answer: to define moderation categories for a startup app, name observable harassment, sexual, self-harm, violence, illegal, spam, and PII sig…
One API Key, Many Safety Surfaces: A Structured Model Architecture
The operational constraint is publication, not inference: every surface needs a defensible answer about whether content may become visible. Short an…
Building an Event Sourced Video Moderation Audit Log with PHP and SQLite
The 3am call from a Japanese rightsholder Last quarter a Japanese label sent a takedown notice for fourteen music videos we'd been aggregating acros…