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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
business process analysis & documentation1EMR Documentation (0.33)
business-side reporting1Statutory Reporting (0.33)
capa1CapCut (0.33)
change control & impact assessment1Infection Control (0.22)
change management1Chest Tube Management (0.48)
change management & benefits realisation1CRM (0.31)
chromadb1MySQL (0.13)
claude1Visual Studio Code (0.15)
claude haiku1SAP HANA (0.13)
claude opus1Sales & Operations Planning (0.13)

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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