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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
ehr emr systems1EMR Documentation (0.27)
elearning modules1Machine Learning (0.30)
embedded systems1Brand Identity (0.25)
end-to-end computer system validation1Computer Vision (0.32)
end-to-end cutover task execution1Taxation (0.16)
end-to-end sap cutover planning execution & monitoring1SAP PP (0.31)
epic1Elasticsearch (0.18)
erp hcm atp ftp adapters1SAP (0.15)
ess jobs1Express.js (0.25)
eu annex 111Microsoft Windows (0.15)

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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