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Jul 21, 2026
PCR Duplicates, Git's Content Hashing, and Cross-Language Plagiarism — How "Duplicate" Means Something Different in Every Technical Domain
PCR duplicates in DNA sequencing aren't defined by identical sequence text — they're defined by identical mapping position, because sequencing errors mean true duplicates may differ by a single base. Here's how Git's content-addressable storage deduplicates by exact SHA hash, why CMS media libraries need perceptual hashing to catch visually-identical-but-byte-different logo uploads, and why cross-lingual plagiarism detection requires semantic embeddings rather than text matching.