Recruitment matching that shows its work. 🎯 7-part score: skills 0.35, MiniLM similarity 0.25, role, experience, education, location, opportunity 🧱 Two-stage caps hold title-only matches below 62 📊 Missing skills tiered critical→low, demand from 668,704 of 785,741 scraped postings 🗄️ SQL Server star schema (14 tables) built by 6 SSIS packages 🧪 CV gate: CNN + text evidence → accept / reject / hold as unverified, plus a 0-100 quality grade ⚙️ 65 FastAPI routes, PyTorch, sentence-transformers Each match returns all sub-scores, matched/missing skills and the reasons behind the number.