My Similarity Check Let the Same Story Through 3 Times. Here's How I Killed It.
Our take: Content dedup debugging walkthrough; practical but domain-specific troubleshooting.
Why Impact & Innovation? We ask two questions of every story: did this actually change something in the real world (Impact), and is the idea genuinely new (Innovation)? Together, that's the TS Score — not engagement, not who posted it, just what matters and what's new.
A content deduplication pipeline failed to catch the same story published three times because string similarity metrics missed semantically identical but textually different titles.
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