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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
mobile2Responsive Design (0.35)
modbus2MongoDB (0.25)
ms powerpoint2SharePoint (0.33)
ms teams2Team Leadership (0.26)
ms word2Microsoft Windows (0.27)
multi-threading2Brand Identity (0.14)
nest js2Next.js (0.45)
nest.js2Next.js (0.45)
operations management2Team Leadership (0.41)
php laravel2Laravel (0.67)likely an alias

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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