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Schema, prompts & taxonomy

What gets pulled out of a resume, which skills it matches to, and how search works. An edit takes effect on the next document parsed — no restart, no deploy. Already-parsed documents keep what they have.

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Skills the taxonomy could not place
Found on real resumes and not matched to anything in the vocabulary. Add the genuine ones to skills.json below — as a new skill, or as an alias of one that already exists. Saving re-matches every resume already parsed, so nothing needs re-uploading.
As writtenSeenClosest existing skill
ms visio1Visual Studio (0.37)
multi-factor authentication1Medication Administration (0.19)
native script1Shell scripting (0.37)
nativescript+angular1Angular (0.38)
nestjs1Next.js (0.40)
.net c#1.NET (0.67)likely an alias
.net mvc1.NET (0.50)
n-hits1HIPAA (0.18)
o2c1Oracle Database (0.15)
o365 data backup solutions1System Design (0.20)

A high closeness score usually means the same skill spelled differently — add it to that skill's aliases. A low one usually means something the vocabulary genuinely doesn't have yet, or noise worth ignoring.

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