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Dev Tools · 1h ago

Developer finds 52% duplicate nodes, 32% missing docs in knowledge graph

By Meridian48 News Desk · Summarised from DEV Community ·

A systems administrator building a Rust-based knowledge graph for Dominican banking regulations discovered two silent failures: 52% of nodes were duplicates and 32% of source documents never entered the graph. The duplicate issue stemmed from re-running ingestion without uniqueness checks, while missing documents were silently dropped due to a 100-character text threshold that excluded scanned PDFs. An OCR fallback recovered most missing documents, but some corrupted native text remains unresolved.

Meridian48 take
The story highlights how easy it is to build a pipeline that looks successful but hides critical data quality issues, a cautionary tale for any developer working with unstructured data at scale.
Read the full reporting
Two audits of my own knowledge graph found two unrelated silent failures →
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