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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
urs1User Acceptance Testing (0.14)
urs templates1TestNG (0.17)
user-centric elearning development1Android (0.29)
user feedback implementation1EMR Documentation (0.21)
user stories1User Acceptance Testing (0.16)
uv1User Acceptance Testing (0.17)
validation plan1Data Storytelling (0.25)
validation summary report1Statutory Reporting (0.21)
vbcs1VBA (0.29)
vector databases1Oracle Database (0.32)

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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