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Building a Fail-Closed Deduplication Engine for Multi-Platform AI Distribution

This story is from 2026-09-21. It is preserved in the archive; the latest stories are on the live feed.

What We Built Today Today, we engineered a fail-closed Deduplication Engine ( dedup_guard.py ) for LuxurAI's autonomous social distribution network. This ensures zero duplicate or near-duplicate posts across Reddit, Discord, Dev.to, Instagram, Facebook, and Threads. The Problem We Solved When distr…

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  1. 2026-09-21 05:02 · DEV Community — AI
    Building a Fail-Closed Deduplication Engine for Multi-Platform AI Distribution

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