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Deduplicating a 10,000-row supplier list in Python, where the hard part is deciding what a similarity score of 91 means The post One Vendor, Four Spellings: How Deterministic Stage...
The Lookup Table and the Nearest NeighborContinue reading on Medium »
Written in March 2025, based on a client project I managed at GHSNU. Company names have been removed.Continue reading on Medium »
A meaningful comparison starts with a shared question, a defined baseline, and a clear record of what changed.Continue reading on Medium »
I built a matcher meant to finish the cleanup that normalization left behind. Testing it against real data showed that no version of it could be made safe. What follows is the arch...
A coding agent fixes a tricky deployment failure. Two weeks later, another session sees the same failure described in different words. The expensive part is not finding a nearby do...
I’ve written three posts on cosine similarity lately. The first looked at interpreting cosine similarity. The second looked at an approximation related to the first. The third look...
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