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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
problem-solving2Sales & Operations Planning (0.21)
project delivery2CI/CD (0.32)
quality audits rca & compliance qa process reviews2Taxation (0.22)
regression2REST APIs (0.23)
requirement gathering2Valve Replacement (0.18)
sanity2SAP (0.22)
sap pm2SAP (0.57)
secs gem2Search Engine Optimisation (0.30)
sharepoint 20192SharePoint (0.69)likely an alias
signals2System Design (0.16)

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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