{"id":30166,"date":"2026-10-01T05:02:10","date_gmt":"2026-10-01T05:02:10","guid":{"rendered":"https:\/\/umang.pk\/2026\/10\/01\/next-js%d8%8c-supabase%d8%8c-%d8%a7%d9%88%d8%b1-typesafe-jev-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92-%db%81%d9%88%d8%a6%db%92-ai-%d8%b1%db%8c%d8%b2%db%8c%d9%88\/"},"modified":"2026-10-01T05:02:14","modified_gmt":"2026-10-01T05:02:14","slug":"next-js%d8%8c-supabase%d8%8c-%d8%a7%d9%88%d8%b1-typesafe-jev-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92-%db%81%d9%88%d8%a6%db%92-ai-%d8%b1%db%8c%d8%b2%db%8c%d9%88","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/10\/01\/next-js%d8%8c-supabase%d8%8c-%d8%a7%d9%88%d8%b1-typesafe-jev-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92-%db%81%d9%88%d8%a6%db%92-ai-%d8%b1%db%8c%d8%b2%db%8c%d9%88\/","title":{"rendered":"Next.js\u060c Supabase\u060c \u0627\u0648\u0631 TypeSafe Jev \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 AI \u0631\u06cc\u0632\u06cc\u0648\u0645 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0679\u0648\u0644 \u06a9\u06cc\u0633\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627\u0626\u06d2"},"content":{"rendered":"\n<div id=\"\">\n<p>\u062c\u0628 \u0645\u06cc\u06ba \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u06a9\u06cc \u0646\u0648\u06a9\u0631\u06cc \u067e\u0648\u0633\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u0648\u06ba \u062a\u0648 \u0645\u062c\u06be\u06d2 \u06c1\u0641\u062a\u06d2 \u0645\u06cc\u06ba 300 \u0633\u06d2 400 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0645\u0644\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06c1\u0631 \u0622\u0626\u0679\u0645 \u06a9\u0648 \u063a\u0648\u0631 \u0633\u06d2 \u067e\u0691\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 2 \u0645\u0646\u0679 \u0644\u06af\u06cc\u06ba\u06d4 \u0627\u0646\u0679\u0631\u0648\u06cc\u0648 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\u062a\u062c\u0631\u0628\u0627\u062a \u06a9\u0648 \u0627\u0633 \u0627\u0646\u062f\u0627\u0632 \u0645\u06cc\u06ba \u0628\u06cc\u0627\u0646 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062c\u0633\u06d2 \u0627\u06cc\u06a9 \u0646\u0638\u0631 \u0645\u06cc\u06ba \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062a\u0648 \u0645\u0636\u0628\u0648\u0637 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u0633\u06d2 \u0645\u062d\u0631\u0648\u0645 \u0631\u06c1 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e LLM \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06c1\u06cc \u0648\u0627\u0642\u0641 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0635\u0631\u0641 \u0628\u0646\u0627\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0622\u067e Resum\u00e9 Screener \u0627\u06cc\u067e \u06a9\u06cc\u0633\u06d2 \u0628\u0646\u0627\u0626\u06cc\u06ba \u067e\u0631 \u062c\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-table-of-contents\">\u0627\u0646\u0688\u06cc\u06a9\u0633<\/h3>\n<h2 id=\"heading-prerequisites\">\u0634\u0631\u0637\u06cc\u06ba<\/h2>\n<p>\u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06c1\u06cc \u062f\u0631\u062c \u0630\u06cc\u0644 \u062c\u0627\u0646\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2:<\/p>\n<ul>\n<li>\n<p>Next.js \u0627\u06cc\u067e \u0631\u0627\u0624\u0679\u0631: \u0633\u0631\u0648\u0631 \u06a9\u0627 \u062c\u0632\u0648 \u06a9\u06cc\u0627 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062c\u0628 \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u06a9\u0627\u0645 \u0686\u0644\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u062a\u0639\u0645\u06cc\u0631 \u062f\u0648\u0646\u0648\u06ba \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0645\u0646\u062a\u0642\u0644\u06cc \u06a9\u0648 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0641\u06cc SQL \u06c1\u06d2\u06d4 \u062a\u0645\u0627\u0645 \u06c1\u062c\u0631\u062a\u06cc\u06ba \u0645\u062e\u0632\u0646 \u0645\u06cc\u06ba \u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0622\u067e \u0627\u0646\u06c1\u06cc\u06ba \u062e\u0648\u062f \u0646\u06c1\u06cc\u06ba \u0644\u06a9\u06be\u062a\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>Jev \u06cc\u0627 \u0645\u0634\u06cc\u0646 \u0644\u0631\u0646\u0646\u06af \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06a9\u0686\u06be \u0646\u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0644\u06d2 \u062f\u0648 \u062d\u0635\u0648\u06ba \u0645\u06cc\u06ba \u06c1\u0631 \u0648\u06c1 \u0686\u06cc\u0632 \u0634\u0627\u0645\u0644 \u06c1\u06d2 \u062c\u0633 \u06a9\u06cc \u0622\u067e \u06a9\u0648 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0622\u067e \u06a9\u0648 \u0627\u0633 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p>\u0646\u0648\u0688 v24.21.0 \u0627\u0648\u0631 npm\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0688\u0648\u06a9\u0631\u060c \u062f\u0648\u0691\u0646\u0627\u06d4 Supabase CLI \u0627\u0633\u06d2 \u0622\u067e \u06a9\u06cc \u0645\u0634\u06cc\u0646 \u067e\u0631 \u067e\u0648\u0633\u0679\u06af\u0631\u06cc\u0633\u060c \u062a\u0648\u062b\u06cc\u0642\u060c \u0627\u0648\u0631 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0633\u0648\u067e\u0627 \u0628\u06cc\u0633 CLI\u06d4 \u0633\u0628 \u06a9\u0686\u06be \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0622\u067e \u06a9\u0648 \u0622\u062e\u0631\u06cc \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u0645\u0631\u062d\u0644\u06d2 \u062a\u06a9 \u06a9\u0644\u0627\u0624\u0688 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688\u06d4 \u062a\u0639\u0645\u06cc\u0631 \u0646\u0648 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06d2\u060c \u062c\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06c1\u0631 \u0627\u06cc\u06a9 \u0646\u0626\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u0633\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u0648\u0688\u0646\u06af \u0627\u06cc\u062c\u0646\u0679\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0686\u06be 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\u06a9\u06d2 \u0628\u0631\u0639\u06a9\u0633\u060c Jev \u0645\u062a\u0646 \u0646\u06c1\u06cc\u06ba \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u067e\u0646\u0627 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0627\u0648\u0631 \u062f\u0631\u062c \u06a9\u0631\u062f\u06c1 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627 \u0627\u06cc\u06a9 \u0633\u06cc\u0679 \u0628\u06be\u06cc\u062c\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0646\u0645\u0628\u0631 \u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679 \u0634\u062f\u06c1 \u0645\u0634\u06a9\u0644\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0648\u0627\u067e\u0633 \u06a9\u0631 \u062f\u06cc\u06d2 \u062c\u0627\u0626\u06cc\u06ba \u06af\u06d2\u06d4 \u0627\u0634\u0627\u0631\u06d2 \u0644\u06a9\u06be\u0646\u06d2\u060c JSON \u06a9\u0648 \u067e\u0627\u0631\u0633 \u06a9\u0631\u0646\u06d2 \u06cc\u0627 \u067e\u06cc\u0631\u0627\u06af\u0631\u0627\u0641 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062c\u0648\u0627\u0628\u0627\u062a \u0645\u0644\u06cc\u06ba \u06af\u06d2 \u062c\u0648 \u0622\u067e \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0645 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062d\u0635\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2:<\/p>\n<ol>\n<li>\n<p>Next.js (\u0627\u06cc\u067e \u0631\u0627\u0624\u0679\u0631)<\/p>\n<\/li>\n<li>\n<p>\u062a\u0648\u062b\u06cc\u0642\u060c \u067e\u0648\u0633\u0679\u06af\u0631\u06cc\u0633\u060c \u0627\u0648\u0631 \u0641\u0627\u0626\u0644 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0648\u067e\u0627 \u0628\u06cc\u0633<\/p>\n<\/li>\n<li>\n<p>Tailwind CSS \u0627\u0648\u0631 shadcn\/ui<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 TanStack \u0679\u06cc\u0628\u0644<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u0633\u06d2 \u0645\u062a\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 unpdf<\/p>\n<\/li>\n<li>\n<p>Vercel AI SDK AI \u06af\u06cc\u0679 \u0648\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0686\u06be\u0648\u0679\u06cc \u0633\u06cc \u0627\u06cc\u06a9\u0633\u0679\u0631\u06cc\u06a9\u0679 \u062c\u0627\u0628 \u06a9\u06d2 \u0644\u06cc\u06d2<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u06a9\u0648\u0631\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u0627\u0626\u067e \u0633\u06cc\u0641 \u062c\u06cc\u0648<\/p>\n<\/li>\n<li>\n<p>\u0632\u0648\u062f \u062c\u06c1\u0627\u06ba \u0628\u06be\u06cc \u0627\u0646 \u067e\u0679 \u06c1\u0648\u06d4<\/p>\n<\/li>\n<\/ol>\n<p>\u0622\u0628\u0627\u0626\u06cc \u0634\u06c1\u0631: \u0645\u06cc\u06ba MTechZilla \u0686\u0644\u0627\u062a\u0627 \u06c1\u0648\u06ba\u060c \u0627\u06cc\u06a9 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0627\u06cc\u062c\u0646\u0633\u06cc\u060c \u0627\u0648\u0631 \u06cc\u06c1 \u06c1\u0645\u0627\u0631\u06cc HR \u0679\u06cc\u0645 \u06a9\u06cc \u0637\u0631\u0641 \u0633\u06d2 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u06c1 \u0648\u0631\u0698\u0646 \u06c1\u06d2\u06d4 \u0627\u062e\u062a\u062a\u0627\u0645 \u06a9\u06d2 \u0642\u0631\u06cc\u0628 \u0646\u0645\u0628\u0631\u0648\u06ba \u06a9\u0648 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0634\u0646 \u0633\u06d2 \u0646\u06c1\u06cc\u06ba\u060c \u0639\u0645\u0644\u062f\u0631\u0622\u0645\u062f \u0633\u06d2 \u0645\u0627\u067e\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 TypeSafe \u06a9\u0648 \u06a9\u0648\u0626\u06cc \u0627\u0646\u062f\u0627\u0632\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u0645\u06cc\u06ba \u06cc\u06c1 \u0644\u06a9\u06be \u0631\u06c1\u0627 \u06c1\u0648\u06ba\u06d4<\/p>\n<h2 id=\"heading-resume-screening-is-a-decision-problem\">\u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0627 \u0645\u0639\u0627\u0645\u0644\u06c1 \u06c1\u06d2\u06d4<\/h2>\n<p>\u0627\u0633 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0686\u06cc\u06ba \u06a9\u06c1 \u0628\u06be\u0631\u062a\u06cc \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06a9\u06cc\u0648\u0631\u06cc\u0679\u0688 \u0631\u06cc\u0632\u06cc\u0648\u0645\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u06cc\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u06c1 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0641\u0644\u0679\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0628\u0627\u0642\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u0646 \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u0633\u0628 \u0633\u06d2 \u0627\u0648\u067e\u0631 \u06a9\u06d2 \u0686\u0646\u062f \u0631\u06cc\u0632\u06cc\u0648\u0645\u0648\u06ba \u06a9\u0648 \u0627\u062d\u062a\u06cc\u0627\u0637 \u0633\u06d2 \u067e\u0691\u06be\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0631 \u0642\u062f\u0645 \u06a9\u0648 \u0627\u06cc\u06a9 \u0646\u0645\u0628\u0631 \u06cc\u0627 \u0644\u06cc\u0628\u0644 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u067e\u06cc\u0631\u0627\u06af\u0631\u0627\u0641 \u06a9\u06cc \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u06cc\u06c1 \u0645\u0634\u06a9\u0644 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0633\u06cc\u06a9\u06be\u0627\u06d4 \u0679\u0648\u0644 \u06a9\u06d2 \u067e\u06c1\u0644\u06d2 \u0648\u0631\u0698\u0646 \u0645\u06cc\u06ba \u06c1\u0631 \u0627\u06cc\u06a9 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0627\u0648\u0631 \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644 \u06a9\u0648 LLM \u06a9\u0648 \u0628\u06be\u06cc\u062c\u0646\u0627 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0635\u0631 \u062a\u062d\u0631\u06cc\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u0646\u0627 \u0634\u0627\u0645\u0644 \u06c1\u06d2\u06d4 \u062c\u0648\u0627\u0628\u0627\u062a \u0633\u0648\u0686\u06d2 \u0633\u0645\u062c\u06be\u06d2\u060c \u0645\u062e\u0635\u0648\u0635 \u0627\u0648\u0631 \u0627\u06a9\u062b\u0631 \u0627\u0633 \u0633\u06d2 \u0628\u06c1\u062a\u0631 \u062a\u06be\u06d2 \u062c\u0648 \u0645\u06cc\u06ba \u0646\u06d2 \u0644\u06a9\u06be\u0627 \u062a\u06be\u0627\u06d4 \u062a\u0627\u06c1\u0645\u060c \u06cc\u06c1 \u0645\u0641\u06cc\u062f \u0646\u06c1\u06cc\u06ba \u062a\u06be\u0627 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u067e\u06cc\u0631\u0627\u06af\u0631\u0627\u0641 \u06a9\u0627\u0644\u0645 \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u0646\u06c1\u06cc\u06ba \u062f\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u062a\u06be\u0627\u06d4 HR \u0646\u06d2 \u067e\u06c1\u0644\u06cc \u0686\u0646\u062f \u062c\u0644\u062f\u06cc\u06ba \u067e\u0691\u06be\u06cc\u06ba\u060c \u0633\u0631 \u06c1\u0644\u0627\u06cc\u0627\u060c \u067e\u06be\u0631 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u06be\u0648\u0644\u0627\u06d4<\/p>\n<p>\u06cc\u06c1 \u0633\u0645\u062c\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1 &quot;\u0635\u0631\u0641 \u0646\u0645\u0628\u0631 \u0645\u0627\u0646\u06af\u0646\u0627&#8221; \u06a9\u06cc\u0648\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u0627 \u06c1\u0648\u06af\u0627 \u06a9\u06c1 LLM \u0627\u0635\u0644 \u0645\u06cc\u06ba \u062c\u0648\u0627\u0628\u0627\u062a \u06a9\u06cc\u0633\u06d2 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-how-a-language-model-generates-an-answer\">\u0632\u0628\u0627\u0646 \u06a9\u0627 \u0645\u0627\u0688\u0644 \u06a9\u0633 \u0637\u0631\u062d \u062c\u0648\u0627\u0628 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/h3>\n<p>\u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u0632\u0628\u0627\u0646 \u06a9\u06d2 \u0645\u0627\u0688\u0644 <strong>\u062e\u0648\u062f \u0645\u062e\u062a\u0627\u0631 \u0645\u0627\u0688\u0644<\/strong>. \u06cc\u06c1 \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u062e\u06cc\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0635\u0637\u0644\u0627\u062d \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0648\u0642\u062a \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0679\u06a9\u0691\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06c1\u0631 \u0646\u0626\u06d2 \u0679\u06a9\u0691\u06d2 \u06a9\u0648 \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0622\u0646\u06d2 \u0648\u0627\u0644\u06cc \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u062f\u06cc\u06a9\u06be \u06a9\u0631 \u0645\u0646\u062a\u062e\u0628 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0679\u06a9\u0691\u0627 \u06a9\u06c1\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <strong>\u0679\u0648\u06a9\u0646<\/strong>. \u0627\u06cc\u06a9 \u0679\u0648\u06a9\u0646 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0627\u06cc\u06a9 \u0644\u0641\u0638 \u06cc\u0627 \u0627\u06cc\u06a9 \u0644\u0641\u0638 \u06a9\u0627 \u062d\u0635\u06c1 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 &quot;\u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af&#8221; \u0627\u06cc\u06a9 \u0679\u0648\u06a9\u0646 \u06c1\u0648 \u0633\u06a9\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 &quot;unpdf&#8221; \u062a\u06cc\u0646 \u06c1\u0648 \u0633\u06a9\u062a\u06cc \u06c1\u06d2\u06d4 \u062c\u0628 \u0622\u067e LLM \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0633\u0648\u0627\u0644 \u067e\u0648\u0686\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u06c1\u0645 \u067e\u0648\u0631\u06d2 \u062c\u0648\u0627\u0628 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0646\u06c1\u06cc\u06ba \u0644\u06af\u0627\u062a\u06d2 \u0627\u0648\u0631 \u067e\u0631\u0646\u0679 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2\u06d4 \u06cc\u06c1 \u06a9\u0633\u06cc \u0686\u06cc\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0645\u06a9\u0627\u0646\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0644\u06af\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <em>\u0627\u06af\u0644\u0627 \u0679\u0648\u06a9\u0646<\/em> \u0622\u067e \u06a9\u0648 \u0627\u06cc\u06a9 \u06a9\u0648 \u0645\u0646\u062a\u062e\u0628 \u06a9\u0631\u0646\u0627 \u06c1\u0648\u06af\u0627\u060c \u0627\u0633\u06d2 \u0645\u062a\u0646 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u0648\u06af\u0627\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u0679\u0648\u06a9\u0646\u0632 \u06a9\u0648 \u0645\u0646\u062a\u062e\u0628 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u0648\u0631\u06cc \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0686\u0644\u0627\u0646\u0627 \u06c1\u0648\u06af\u0627\u06d4 200 \u0679\u0648\u06a9\u0646 \u062c\u0648\u0627\u0628 \u0627\u06cc\u06a9 \u0628\u06c1\u062a \u0628\u0691\u06d2 \u0646\u06cc\u0648\u0631\u0644 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u0633\u06d2 200 \u062a\u0631\u062a\u06cc\u0628 \u0648\u0627\u0631 \u06af\u0632\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1\u06cc \u0648\u062c\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u0648\u0642\u062a \u06cc\u06c1 \u0633\u0633\u062a \u0645\u062d\u0633\u0648\u0633 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u062a\u0627\u062e\u06cc\u0631 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u0627\u0648\u0648\u0631 \u06c1\u06cc\u0688 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u06cc\u06c1 \u0627\u0633 \u0628\u0627\u062a \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u0633 \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06c1\u0631 \u0679\u0648\u06a9\u0646 \u06a9\u0648 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u06a9\u0645\u0644 \u067e\u0627\u0633 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06cc\u06c1 \u067e\u0627\u0633 \u0628\u06cc\u06a9 \u0648\u0642\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06c1\u0631 \u0627\u06cc\u06a9 \u067e\u0686\u06be\u0644\u06d2 \u0679\u0648\u06a9\u0646 \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2\u06d4 \u06cc\u06c1\u06cc \u0648\u062c\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0624\u0679 \u067e\u0679 \u0679\u0648\u06a9\u0646 \u06a9\u06cc \u0642\u06cc\u0645\u062a \u0627\u0646 \u067e\u0679 \u0679\u0648\u06a9\u0646 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0646 \u067e\u0679 \u067e\u0631 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0622\u0624\u0679 \u067e\u0679 \u0645\u0631\u062d\u0644\u06c1 \u0648\u0627\u0631 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-constrained-decoding-solves-the-wrong-problem\">\u0645\u062d\u062f\u0648\u062f \u0636\u0627\u0628\u0637\u06c1 \u06a9\u0634\u0627\u0626\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u063a\u0644\u0637 \u0645\u0633\u0626\u0644\u06c1 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u0627<\/h3>\n<p>\u062c\u062f\u06cc\u062f \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u0627\u06cc\u06a9 \u0633\u0679\u0631\u06a9\u0686\u0631\u0688 \u0622\u0624\u0679 \u067e\u0679 \u0645\u0648\u0688 \u067e\u06cc\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u062c\u0628 \u0622\u067e \u0627\u067e\u0646\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u0648 JSON \u0627\u0633\u06a9\u06cc\u0645\u0627 \u067e\u0627\u0633 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632 \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0622\u067e \u06a9\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0688 \u06a9\u06d2 \u0646\u06cc\u0686\u06d2 \u06cc\u06c1 \u0627\u0633 \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2: <strong>\u0645\u062d\u062f\u0648\u062f \u0636\u0627\u0628\u0637\u06c1 \u06a9\u0634\u0627\u0626\u06cc<\/strong>: \u06c1\u0631 \u0646\u0633\u0644 \u06a9\u06d2 \u0645\u0631\u062d\u0644\u06d2 \u0645\u06cc\u06ba\u060c \u0679\u0648\u06a9\u0646 \u062c\u0648 \u063a\u0644\u0637 \u0622\u0624\u0679 \u067e\u0679 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u0646\u062a\u062e\u0628 \u06a9\u06cc\u06d2 \u062c\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u0627\u0633\u06a9 \u06a9\u06cc\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u06a9\u06c1\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0627\u06af\u0644\u06cc \u0622\u0626\u0679\u0645 \u0627\u06cc\u06a9 \u0646\u0645\u0628\u0631 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\u06c1\u06d2 \u06cc\u0627 \u062c\u0628 \u0622\u067e \u06a9\u0627 JSON \u06a9\u0631\u067e\u0679 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u0627 \u062a\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u0644\u06cc\u06a9\u0646 \u063a\u0648\u0631 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0645\u062d\u062f\u0648\u062f \u0636\u0627\u0628\u0637\u06c1 \u06a9\u0634\u0627\u0626\u06cc \u0633\u06d2 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u0641\u0631\u0642 \u067e\u0691\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644 \u0627\u0628 \u0628\u06be\u06cc \u0627\u0633\u06cc \u062a\u0627\u062e\u06cc\u0631 \u0627\u0648\u0631 \u0644\u0627\u06af\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0679\u0648\u06a9\u0646 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0633\u0679\u0631\u0646\u06af\u0632 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u0648 &quot;\u0627\u0633\u06a9\u0648\u0631&#8221;: 7 \u062c\u06cc\u0633\u0627 \u06a9\u0686\u06be \u0646\u0638\u0631 \u0622\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0645\u0627\u0688\u0644 \u0646\u06d2 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0646\u06c1\u06cc\u06ba \u0644\u06af\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u062c\u0648 \u0645\u06cc\u06ba \u0646\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u0632\u060c \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u0627\u0648\u0631 \u0627\u0633\u06cc\u0633\u0645\u0646\u0679 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u06cc\u06a9\u06be\u0627 \u06c1\u06d2\u060c \u0645\u06cc\u06ba \u0646\u06d2 \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u06c1\u06d2 \u06a9\u06c1 7 \u06a9\u0627 \u0648\u06c1\u0627\u06ba \u0638\u0627\u06c1\u0631 \u06c1\u0648\u0646\u06d2 \u06a9\u0627 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0645\u06a9\u0627\u0646 \u06c1\u06d2\u06d4 \u0646\u0645\u0628\u0631 \u0635\u0631\u0641 \u06c1\u06d2\u06d4 <em>\u0645\u062a\u0646 \u062c\u0648 \u0627\u0639\u062f\u0627\u062f \u06a9\u06cc \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4<\/em>.<\/p>\n<h3 id=\"heading-why-a-generated-number-isnt-a-probability\">\u06a9\u06cc\u0648\u06ba \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u06c1 \u0646\u0645\u0628\u0631 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u06cc\u06c1\u0627\u06ba \u0627\u06cc\u06a9 \u0627\u06c1\u0645 \u0641\u0631\u0642 \u06c1\u06d2\u06d4 \u0641\u0631\u0636 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 10 \u0645\u06cc\u06ba \u0633\u06d2 7 \u0646\u0645\u0628\u0631 \u067e\u0631 \u06c1\u06d2\u060c \u06cc\u0627 \u06cc\u06c1 \u06a9\u06c1 \u0627\u0633 \u0634\u062e\u0635 \u06a9\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0641\u0679 \u06c1\u0648\u0646\u06d2 \u06a9\u0627 70% \u0627\u0645\u06a9\u0627\u0646 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0648\u0626\u06cc \u0631\u0627\u0633\u062a\u06c1 \u0646\u06c1\u06cc\u06ba <strong>\u062f\u0631\u0633\u062a \u06a9\u06cc\u0627<\/strong> \u0627\u06cc\u06a9 \u0645\u0627\u0688\u0644 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u0627\u0633 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u06a9\u0686\u06be \u0645\u062e\u0635\u0648\u0635\u06d4 \u0627\u06af\u0631 \u0622\u067e \u062a\u0645\u0627\u0645 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u0648 70% \u067e\u0631 \u062f\u0631\u062c\u06c1 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 70% \u0628\u06c1\u062a \u0645\u0648\u0632\u0648\u06ba \u0646\u06a9\u0644\u06cc\u06ba \u06af\u06d2\u06d4 \u0646\u0645\u0628\u0631 \u0627\u06cc\u06a9 \u067e\u06cc\u0645\u0627\u0626\u0634 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0642\u062f\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u062d\u062f \u06a9\u0648 60% \u067e\u0631 \u0633\u06cc\u0679 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0622\u067e \u06a9\u0648 \u0627\u0646\u062f\u0627\u0632\u06c1 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u0627 \u06a9\u06c1 \u0622\u067e \u06a9\u06cc\u0627 \u0642\u0628\u0648\u0644 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u06a9\u06cc\u0627 \u0645\u0633\u062a\u0631\u062f \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>70% \u0632\u0628\u0627\u0646 \u06a9\u06d2 \u0645\u0627\u0688\u0644 \u0645\u062a\u0631\u0627\u062f\u0641 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0679\u0631\u06cc\u0646\u0646\u06af \u0645\u06cc\u06ba \u06a9\u0686\u06be \u0628\u06be\u06cc \u0633\u0679\u0631\u0646\u06af &quot;70%&#8221; \u06a9\u0648 \u0627\u0635\u0644 70% \u0627\u0645\u06a9\u0627\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0646\u0633\u0644\u06a9 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644 &quot;70%&#8221; \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u062a\u0631\u0628\u06cc\u062a\u06cc \u0688\u06cc\u0679\u0627 \u0645\u06cc\u06ba \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc\u06ba \u0627\u06a9\u062b\u0631 \u0627\u0633 \u0637\u0631\u062d \u06a9\u06d2 \u0646\u0645\u0628\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0645\u062d\u0636 \u067e\u0631\u0627\u0639\u062a\u0645\u0627\u062f \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u06d2 \u0627\u0646\u062f\u0627\u0632 \u06a9\u06cc \u0646\u0642\u0644 \u06a9\u0631\u062a\u0627 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\u0627\u06cc\u0645 \u0627\u06cc\u06a9 \u062a\u062e\u0644\u06cc\u0642\u06cc \u0645\u0627\u0688\u0644 \u06c1\u06d2\u06d4 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u06cc \u062c\u06af\u06c1 \u06c1\u06d2\u06d4 <em>\u062a\u0645\u0627\u0645 \u0645\u0645\u06a9\u0646\u06c1 \u062a\u0627\u0631<\/em>. \u06cc\u06c1\u06cc \u0686\u06cc\u0632 \u06c1\u0645\u06cc\u06ba \u0644\u0686\u06a9 \u062f\u06cc\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u06c1\u0645 \u06cc\u06c1 \u06a9\u06cc\u0648\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <strong>hallucinate<\/strong>: \u0627\u0635\u0644 \u0633\u0679\u0631\u0646\u06af\u0632 \u06cc\u0627 \u0627\u0635\u0644 \u0622\u067e\u0634\u0646\u0632 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u062a\u0627\u0631\u0648\u06ba \u067e\u0631 \u06a9\u0648\u0626\u06cc \u067e\u0627\u0628\u0646\u062f\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0686\u0648\u0646\u06a9\u06c1 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0633\u0679\u0631\u0646\u06af 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\u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0646\u06c1\u06cc\u06ba \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u062d\u062a\u0627\u0637 \u06c1\u06d2\u060c \u0628\u0644\u06a9\u06c1 \u0627\u0633 \u0644\u06cc\u06d2 \u06a9\u06c1 \u0627\u0633 \u06a9\u06d2 \u067e\u0627\u0633 \u062c\u0627\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0626\u06cc \u062c\u06af\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u06c1\u0645\u06cc\u0634\u06c1 \u062f\u0631\u0633\u062a \u06c1\u06d2\u06d4 \u06a9\u0633\u06cc \u0627\u06cc\u0633\u06d2 \u0634\u062e\u0635 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062c\u0648 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u062f\u0631\u062c\u06d2 \u06a9\u0627 \u06c1\u06d2\u060c \u0622\u067e \u0627\u067e\u0646\u06d2 \u0633\u06cc\u0646\u0626\u0631 \u06a9\u0648 80% \u062f\u06d2 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0644\u06cc\u06a9\u0646 \u0627\u06cc\u06a9 \u0645\u0642\u0631\u0631\u06c1 \u0633\u06cc\u0679 \u0645\u06cc\u06ba \u063a\u0644\u0637 \u06c1\u0648\u0646\u0627 \u06a9\u06be\u0644\u06d2 \u0633\u06cc\u0679 \u0645\u06cc\u06ba \u063a\u0644\u0637 \u06c1\u0648\u0646\u06d2 \u0633\u06d2 \u0645\u062e\u062a\u0644\u0641 \u0645\u0633\u0626\u0644\u06c1 \u06c1\u06d2\u06d4 \u0622\u067e \u0627\u0633 \u06a9\u06cc \u067e\u06cc\u0645\u0627\u0626\u0634 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0633\u06d2 \u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062d\u062f\u06cc\u06ba \u0645\u0642\u0631\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0631\u0648\u0679 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-system-1-and-system-2-thinking\">\u0633\u0633\u0679\u0645 1 \u0627\u0648\u0631 \u0633\u0633\u0679\u0645 2 \u06a9\u06cc \u0633\u0648\u0686<\/h3>\n<p>\u0688\u06cc\u0646\u06cc\u0644 \u06a9\u0627\u06c1\u0646\u06cc\u0645\u0646 \u0646\u06d2 \u0627\u0646\u0633\u0627\u0646\u06cc \u0633\u0648\u0686 \u06a9\u0648 \u062f\u0648 \u0637\u0631\u06cc\u0642\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06cc\u0627\u06d4 <strong>\u0633\u0633\u0679\u0645 1<\/strong> \u062a\u06cc\u0632\u060c \u0628\u062f\u06cc\u06c1\u06cc\u060c \u067e\u06cc\u0679\u0631\u0646 \u0645\u06cc\u0686\u0646\u06af\u06d4 \u0622\u067e \u0627\u0646 \u06a9\u06d2 \u0686\u06c1\u0631\u06d2 \u0633\u06d2 \u0628\u062a\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0648\u06c1 \u0646\u0627\u0631\u0627\u0636 \u06c1\u06cc\u06ba\u06d4 <strong>\u0633\u0633\u0679\u0645 2<\/strong> \u0633\u0633\u062a \u0627\u0648\u0631 \u0645\u062d\u062a\u0627\u0637\u06d4 \u0679\u06cc\u06a9\u0633 \u0641\u0627\u0631\u0645 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u0631\u06cc\u0632\u06cc\u0648\u0645\u0648\u06ba \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u0627 \u0633\u0633\u0679\u0645 1 \u06a9\u0627 \u06a9\u0627\u0645 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u062a\u062c\u0631\u0628\u06c1 \u06a9\u0627\u0631 \u0628\u06be\u0631\u062a\u06cc \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 10 \u0633\u06cc\u06a9\u0646\u0688 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u0648 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0646\u0627\u0633\u0628 \u062f\u0631\u0633\u062a\u06af\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0627\u0646 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u0627\u0633 \u06a9\u06cc \u0642\u06cc\u0645\u062a \u062f\u0648 \u0645\u0646\u0679 \u06c1\u06d2\u06d4 \u0648\u06c1 \u062f\u0644\u06cc\u0644 \u0646\u06c1\u06cc\u06ba \u062f\u06cc\u062a\u06d2\u06d4 \u0648\u06c1 \u0627\u0646 \u0646\u0645\u0648\u0646\u0648\u06ba \u06a9\u0648 \u067e\u06c1\u0686\u0627\u0646 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u0646\u06c1\u0648\u06ba \u0646\u06d2 \u06c1\u0632\u0627\u0631\u0648\u06ba \u0628\u0627\u0631 \u062f\u06cc\u06a9\u06be\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0679\u0627\u0633\u06a9 \u067e\u0631 \u0644\u0627\u06af\u0648 \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 LLM \u0627\u06cc\u06a9 \u0633\u0633\u0679\u0645 2 \u0645\u0634\u06cc\u0646 \u06c1\u06d2 \u062c\u0648 \u0633\u0633\u0679\u0645 1 \u06a9\u06d2 \u0645\u0633\u0626\u0644\u06d2 \u0633\u06d2 \u0645\u0646\u0633\u0644\u06a9 \u06c1\u06d2\u06d4 \u0627\u067e\u0646\u06d2 \u062e\u06cc\u0627\u0644\u0627\u062a \u0644\u06a9\u06be\u06cc\u06ba\u060c \u0627\u067e\u0646\u06d2 \u062e\u06cc\u0627\u0644\u0627\u062a \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0645\u062e\u062a\u0635\u0631 \u067e\u06cc\u0631\u0627\u06af\u0631\u0627\u0641 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0633\u0628 \u0633\u0633\u062a\u060c \u0645\u06c1\u0646\u06af\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0686\u06be \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627\u06d4 \u0627\u0633 \u06a9\u0627\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06be\u0631\u062a\u06cc \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0648\u06ba \u06a9\u0648 10 \u0633\u06cc\u06a9\u0646\u0688\u0632 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2\u060c \u0645\u0633\u062a\u0642\u0644 \u0645\u0632\u0627\u062c\u06cc \u0633\u06d2 \u0631\u06c1\u0646\u06d2 \u0627\u0648\u0631 350 \u0628\u0627\u0631 \u0627\u0646\u062a\u06be\u06a9 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u06cc\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u062a\u06be\u06cc\u06d4<\/p>\n<p>TypeSafe \u0646\u06d2 \u0627\u067e\u0646\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u06cc\u0679\u06cc\u06af\u0631\u06cc \u06a9\u0627 \u0646\u0627\u0645 \u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u0631\u06a9\u06be\u0627\u06d4 <strong>\u0633\u0633\u0679\u0645 \u0627\u06cc\u06a9 \u0645\u0627\u0688\u0644<\/strong> \u06cc\u06c1 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u062a\u06cc\u0632 \u0631\u0641\u062a\u0627\u0631\u060c \u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679\u0688 \u0634\u0646\u0627\u062e\u062a\u06cc \u0642\u062f\u0645 \u06a9\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-the-95-problem\"><strong>95 \u0641\u06cc\u0635\u062f \u0645\u0633\u0627\u0626\u0644<\/strong><\/h3>\n<p>\u0627\u06cc\u06a9 \u0627\u0648\u0631 \u0686\u06cc\u0632\u060c \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u06cc\u06c1 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u062e\u0648\u062f\u06a9\u0627\u0631 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06cc\u0627 \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0645\u0627\u0688\u0644 95% \u0627\u0645\u06a9\u0627\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062f\u0631\u0633\u062a \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0686\u06be\u0627 \u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4 \u0644\u06cc\u06a9\u0646 \u0627\u06af\u0631 \u06cc\u06c1 \u0622\u067e \u06a9\u0648 \u0646\u06c1\u06cc\u06ba \u0628\u062a\u0627 \u0633\u06a9\u062a\u0627 <em>\u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc<\/em> 5% \u063a\u0644\u0637 \u06c1\u06d2\u06d4 \u0645\u062c\u06be\u06d2 \u062a\u0645\u0627\u0645 \u0642\u0637\u0627\u0631\u0648\u06ba \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0686\u06be \u0628\u06be\u06cc \u0645\u062d\u0641\u0648\u0638 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06cc \u0642\u062f\u0631 \u0627\u0633 \u06a9\u06cc \u062f\u0631\u0633\u062a\u06af\u06cc \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u06d2 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u062f\u0631\u0633\u062a\u06af\u06cc \u06a9\u06c1\u0627\u06ba \u062e\u062a\u0645 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679\u0688 \u0645\u0627\u0688\u0644 \u06cc\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0627\u06cc\u06a9 \u0633\u0648\u0627\u0644 \u062c\u0648 \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 90% \u06cc\u0627 10% \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 55% \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u0634\u0627\u0631\u06c1 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u0648\u0627\u0644 \u0645\u0628\u06c1\u0645 \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u0633\u06d2 \u06a9\u0633\u06cc \u06a9\u0648 \u0628\u06be\u06cc\u062c \u062f\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u06cc\u06a9\u0627\u0646\u0632\u0645 \u06c1\u06d2 \u062c\u0648 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 <strong>\u0627\u0646\u0633\u0627\u0646\u06cc \u0634\u0631\u06a9\u062a \u06a9\u0627 \u0644\u0648\u067e<\/strong> \u0627\u067e\u0646\u06d2 \u06a9\u0627\u0645 \u06a9\u0627 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u06ba\u060c \u0646\u06c1 \u06a9\u06c1 \u062e\u0648\u0634\u0627\u0645\u062f \u06a9\u06d2 &quot;\u06c1\u0645 \u0628\u06c1\u0631\u062d\u0627\u0644 \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba&#8221;\u06d4 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627 \u0631\u0627\u0633\u062a\u06c1\u06d4 \u06a9\u0645 \u062e\u0648\u062f \u0627\u0639\u062a\u0645\u0627\u062f\u06cc \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u062e\u0631\u0627\u0628 \u0627\u0646\u0633\u0627\u0646\u06cc \u0634\u06a9\u0644\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0679\u0648\u0644 \u06a9\u06d2 \u062c\u0648\u0627\u0628\u0627\u062a \u0627\u0633 \u0648\u0642\u062a \u062a\u06a9 \u062f\u0631\u0633\u062a \u06c1\u06cc\u06ba \u062c\u0628 \u062a\u06a9 \u06a9\u06c1 \u06a9\u0648\u0626\u06cc \u0627\u0646 \u06a9\u0648 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u0646\u06c1 \u06a9\u0631\u06d2\u06d4<\/p>\n<h3 id=\"heading-the-shape-that-fits\">\u062a\u0646\u06af \u0641\u0679<\/h3>\n<p>\u063a\u06cc\u0631 \u0633\u0627\u062e\u062a\u06c1 \u0679\u06cc\u06a9\u0633\u0679 \u0627\u0646 \u067e\u0679\u060c \u0627\u0646 \u067e\u0679\u060c \u0627\u0648\u0631 \u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679\u0688 \u0641\u06cc\u0635\u0644\u06d2 \u0622\u0624\u0679 \u067e\u0679 \u06c1\u06cc\u06ba\u06d4 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0645\u06cc\u06ba \u06a9\u0686\u06be \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u0627\u0688\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u062c\u0648 \u062c\u0648\u0627\u0628\u0627\u062a \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u06be\u0631 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0646 \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0628\u0644\u06a9\u06c1 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0645\u0627\u0688\u0644 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u0635\u0631\u0641 \u0645\u0645\u06a9\u0646\u06c1 \u0646\u062a\u0627\u0626\u062c \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <em>\u06c1\u06d2<\/em> \u0641\u06cc\u0635\u0644\u06c1 \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u062c\u0648\u0627\u0628\u0627\u062a \u06a9\u0627 \u0633\u06cc\u0679 \u06a9\u0627\u0644 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0637\u06d2 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0648\u0627\u067e\u0633 \u0622\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0646\u0645\u0628\u0631\u0648\u06ba \u06a9\u0627 \u0645\u0637\u0644\u0628 \u0648\u06c1\u06cc \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0648\u06c1 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u06af\u0644\u06cc \u0628\u0627\u0631 \u0627\u0633\u06cc \u0686\u06cc\u0632 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0645\u0627\u0688\u0644 \u06a9\u0627 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0644\u0641 \u06af\u0631\u06cc\u0688 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0633\u062a\u0645\u0628\u0631 \u0645\u06cc\u06ba \u062c\u0627\u0631\u06cc \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<h2 id=\"heading-what-typesafe-jev-is-and-what-it-isnt\">TypeSafe Jev \u06a9\u06cc\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u06cc\u0627 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/h2>\n<p>Jev \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0645\u0627\u0688\u0644 \u06c1\u06d2 \u062c\u0648 \u0645\u062a\u0646 \u0627\u0648\u0631 \u0627\u0646 \u067e\u0679 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627 \u0627\u06cc\u06a9 \u0633\u06cc\u0679 \u0644\u06cc\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06c1\u0631 \u0633\u0648\u0627\u0644 \u06a9\u0627 \u0639\u062f\u062f\u06cc \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u067e\u0648\u0631\u0627 \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 \u06c1\u06d2\u06d4 \u0627\u0646 \u06a9\u06d2 \u0631\u0648\u06cc\u06d2 \u06a9\u0648 \u0633\u0645\u062c\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u06cc\u06c1 \u062c\u0627\u0646\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u0645\u0644\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0627\u0646 \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a \u06a9\u06cc\u0633\u06d2 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0622\u067e \u06a9\u0633 \u0637\u0631\u062d \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u0648\u06c1 \u0622\u067e \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-where-it-comes-from\">\u06cc\u06c1 \u06a9\u06c1\u0627\u06ba \u0633\u06d2 \u0622\u062a\u0627 \u06c1\u06d2<\/h3>\n<p>\u062a\u0645\u0627\u0645 \u062c\u062f\u06cc\u062f \u0632\u0628\u0627\u0646 \u06a9\u06d2 \u0645\u0627\u0688\u0644 \u0627\u0633\u06cc \u0637\u0631\u062d \u0634\u0631\u0648\u0639 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u0646\u06cc\u0648\u0631\u0644 \u0646\u06cc\u0679 \u0648\u0631\u06a9\u0633 \u06a9\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u062a\u062d\u0631\u06cc\u0631\u06cc \u0627\u0646\u0679\u0631\u0646\u06cc\u0679 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06af\u0644\u06d2 \u0679\u0648\u06a9\u0646 \u06a9\u06cc \u067e\u06cc\u0634 \u06af\u0648\u0626\u06cc \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u06c1\u06d2 <strong>\u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u062a\u0631\u0628\u06cc\u062a \u06cc\u0627\u0641\u062a\u06c1 \u0645\u0627\u0688\u0644<\/strong>. \u06cc\u06c1 \u0628\u06c1\u062a \u06a9\u0686\u06be \u062c\u0627\u0646\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0634\u0631\u0648\u0639 \u0645\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0641\u06cc\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0635\u0631\u0641 \u0645\u062a\u0646 \u06a9\u0648 \u062c\u0627\u0631\u06cc \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u0648\u0627\u0644 \u067e\u0648\u0686\u06be\u0646\u06d2 \u0633\u06d2 \u062c\u0648\u0627\u0628 \u0645\u0644 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u06cc\u0627 \u0627\u0633 \u0633\u06d2 \u0645\u0632\u06cc\u062f \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u06cc\u062f\u0627 \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06cc\u0627 \u0628\u0631\u0633\u0648\u06ba \u067e\u06c1\u0644\u06d2 \u06a9\u06cc \u0627\u06cc\u06a9 \u0628\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u0641\u0648\u0631\u0645 \u067e\u0648\u0633\u0679 \u0628\u06be\u06cc\u06d4<\/p>\n<p>\u0645\u0627\u0688\u0644 \u06a9\u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u062f\u0648\u0633\u0631\u0627 \u0645\u0631\u062d\u0644\u06c1 \u06c1\u06d2 \u062c\u0633\u06d2 \u067e\u0648\u0633\u0679 \u0679\u0631\u06cc\u0646\u0646\u06af \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u062c \u0627\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0646 \u0627\u06c1\u0645 \u0637\u0631\u06cc\u0642\u06d2 \u06c1\u06cc\u06ba:<\/p>\n<p><strong>RLHF\u060c \u06cc\u0639\u0646\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u062a\u0627\u062b\u0631\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0645\u06a9 \u0633\u06cc\u06a9\u06be\u0646\u0627\u061b<\/strong> \u06cc\u06c1 ChatGPT \u06a9\u0627 \u0688\u06cc\u0641\u0627\u0644\u0679 \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631 \u0645\u0627\u0688\u0644 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u06d2 \u062c\u0648\u0691\u0648\u06ba \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0631\u062c\u06cc\u062d\u06cc \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0646\u0639\u0627\u0645 \u06a9\u0627 \u0645\u0627\u0688\u0644 \u0633\u06cc\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0646 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a \u06a9\u06cc \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc\u0633\u06d2 \u06a9\u06cc \u062c\u0627\u0626\u06d2\u060c \u0627\u0648\u0631 \u0644\u06cc\u0646\u06af\u0648\u06cc\u062c \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0627\u06cc\u0633\u06d2 \u0622\u0624\u0679 \u067e\u0679 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u0627\u0646\u0639\u0627\u0645 \u06a9\u06d2 \u0645\u0627\u0688\u0644 \u067e\u0631 \u0627\u0686\u06be\u0627 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0633\u0627\u062f\u06c1 \u0644\u0641\u0638\u0648\u06ba \u0645\u06cc\u06ba\u060c \u0645\u0627\u0688\u0644 \u0648\u06c1 \u06a9\u06c1\u0646\u0627 \u0633\u06cc\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0644\u0648\u06af \u0633\u0646\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0633 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u0686\u06cc\u0679 \u0628\u0648\u0679\u0633 \u0645\u06cc\u06ba \u0627\u0636\u0627\u0641\u06c1 \u06c1\u0648\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u062a\u062c\u0627\u0631\u062a\u06cc \u062a\u0639\u0644\u0642\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0622\u062a\u0627 \u06c1\u06d2\u06d4 \u0644\u0648\u06af \u062c\u0648 \u067e\u0633\u0646\u062f \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u0646\u0627 \u062d\u0642\u0627\u0626\u0642 \u06a9\u06cc \u0627\u0635\u0644\u0627\u062d \u0633\u06d2 \u0645\u062e\u062a\u0644\u0641 \u06c1\u06d2\u06d4 RLHF \u0686\u0627\u067e\u0644\u0648\u0633\u06cc \u06cc\u0627 \u067e\u0631 \u0627\u0639\u062a\u0645\u0627\u062f \u0622\u0648\u0627\u0632 \u06a9\u06cc \u063a\u0644\u0637\u06cc \u06a9\u06cc \u062d\u0648\u0635\u0644\u06c1 \u0627\u0641\u0632\u0627\u0626\u06cc \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>TypeSafe \u06a9\u06d2 \u067e\u0631\u0627\u0626\u0645\u0631 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642\u060c \u0627\u06cc\u06a9 \u0644\u0637\u06cc\u0641 \u0627\u062b\u0631 \u0628\u06be\u06cc \u06c1\u06d2 \u062c\u0633\u06d2 \u0645\u0648\u0688 \u0688\u06cc\u0644\u06cc\u0679 \u06a9\u0631\u0646\u0627 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0627\u0688\u0644 \u0627\u0646 \u0637\u0631\u0632\u0648\u06ba \u067e\u0631 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u067e\u0633\u0646\u062f \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0645\u062e\u062a\u0644\u0641 \u0642\u0633\u0645 \u06a9\u06d2 \u0631\u062f\u0639\u0645\u0644 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0627\u0645\u06a9\u0627\u0646 \u06a9\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u0646\u062a\u06cc\u062c\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0648\u06c1 \u0627\u067e\u0646\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0645\u062a\u0641\u0642 \u0627\u0648\u0631 \u06a9\u0645 \u06a9\u06be\u0644\u06d2 \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>RLVR\u060c \u06cc\u0627 \u0642\u0627\u0628\u0644 \u062a\u0635\u062f\u06cc\u0642 \u0627\u0646\u0639\u0627\u0645\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0645\u06a9 \u0633\u06cc\u06a9\u06be\u0646\u0627\u061b<\/strong> \u0627\u0646\u0641\u0631\u0646\u0633 \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1\u0627\u06ba \u0627\u0646\u0639\u0627\u0645 \u06a9\u0633\u06cc \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632 \u06a9\u06d2 \u062c\u0648\u0627\u0628 \u06a9\u06cc \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0622\u062a\u0627 \u06c1\u06d2 \u062c\u0633 \u06a9\u06cc \u062a\u0648\u062b\u06cc\u0642 \u06a9\u06cc \u062c\u0627 \u0633\u06a9\u062a\u06cc \u06c1\u06d2\u060c \u062c\u06cc\u0633\u06d2 \u062f\u0631\u0633\u062a \u0631\u06cc\u0627\u0636\u06cc\u06d4 \u06cc\u06c1 \u0631\u06cc\u0627\u0636\u06cc \u0627\u0648\u0631 \u06a9\u0648\u0688 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u0645\u0624\u062b\u0631 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0633\u0633\u062a \u0627\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u06c1\u0646\u06af\u0627 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0627 \u0645\u0638\u0627\u06c1\u0631\u06c1 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p><strong>\u0627\u0646\u0641\u0648\u0631\u0633\u0645\u0646\u0679 \u0644\u0631\u0646\u0646\u06af (RLCD) \u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679\u0688 \u0641\u06cc\u0635\u0644\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2<\/strong> \u06cc\u06c1 \u0648\u06c1 \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2 \u062c\u0648 TypeSafe Jev \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644 \u0645\u062a\u0646 \u0646\u06c1\u06cc\u06ba \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u06cc\u06c1 \u0627\u0646 \u06a9\u06d2 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0641\u06cc\u0635\u0644\u0648\u06ba \u06a9\u0627 \u0627\u06cc\u06a9 \u0645\u0642\u0631\u0631\u06c1 \u0633\u06cc\u0679 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0642\u0635\u062f \u06cc\u06c1 \u0627\u0645\u06a9\u0627\u0646 \u06c1\u06d2 \u06a9\u06c1 \u0641\u06cc\u0635\u0644\u06c1 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u062f\u0631\u0633\u062a \u062a\u0639\u062f\u062f \u0633\u06d2 \u0645\u06cc\u0644 \u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0627\u06af\u0631 \u0645\u0627\u0688\u0644 0.8 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 80% \u062c\u0648\u0627\u0628\u0627\u062a \u062f\u0631\u0633\u062a \u06c1\u0648\u0646\u06d2 \u0686\u0627\u06c1\u0626\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u06cc\u06c1 0.2 \u06c1\u06d2\u060c \u062a\u0648 \u06cc\u06c1 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 20% \u062f\u0631\u0633\u062a \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u067e\u0631\u0627\u067e\u0631\u0679\u06cc \u06c1\u06d2\u06d4 <strong>\u0627\u0646\u0634\u0627\u0646\u06a9\u0646<\/strong>\u06cc\u06c1 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0642\u0635\u062f \u06c1\u06d2\u06d4 \u062a\u0648\u062c\u06c1 \u0627\u0646\u0634\u0627\u0646\u06a9\u0646 \u067e\u0631 \u06c1\u06d2\u060c \u062f\u0631\u0633\u062a\u06af\u06cc \u067e\u0631 \u0646\u06c1\u06cc\u06ba\u06d4 \u06a9\u06cc\u0644\u06cc\u0628\u0631\u06cc\u0679\u0688 \u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba 30% \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0645\u06cc\u06ba \u063a\u0644\u0637\u06cc\u0627\u06ba \u06c1\u06cc\u06ba\u06d4 <em>\u0622\u067e \u06a9\u0648 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2<\/em> 30% \u0627\u06cc\u06a9 \u063a\u06cc\u0631 \u062d\u0633\u0627\u0628 \u0634\u062f\u06c1 \u0645\u0627\u0688\u0644 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0627\u0631\u0622\u0645\u062f \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u0635\u0631\u0641 10% \u062e\u0631\u0627\u0628\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0622\u067e \u0646\u06c1\u06cc\u06ba \u062c\u0627\u0646\u062a\u06d2 \u06a9\u06c1 \u06a9\u0628\u06d4<\/p>\n<p>\u0688\u06cc\u0648\u06af\u0648 \u0627\u0644\u0645\u06cc\u0688\u0627\u060c \u062c\u0646\u06c1\u0648\u06ba \u0646\u06d2 RLHF \u06a9\u06cc \u0634\u0631\u06cc\u06a9 \u0628\u0646\u06cc\u0627\u062f \u0631\u06a9\u06be\u06cc\u060c TypeSafe \u06a9\u06cc \u0628\u06be\u06cc \u0634\u0631\u06cc\u06a9 \u0628\u0646\u06cc\u0627\u062f \u0631\u06a9\u06be\u06cc\u06d4 \u0644\u0648\u06af\u0648\u06ba \u06a9\u0648 \u062e\u0648\u0634 \u06a9\u0631\u0646\u06d2 \u067e\u0631 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 \u0686\u06cc\u0679 \u0628\u0648\u0679 \u0628\u0646\u0627\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0627\u0628 \u0627\u0633 \u06a9\u0627 \u062e\u06cc\u0627\u0644 \u06c1\u06d2 \u06a9\u06c1 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u06d2 \u0641\u06cc\u0635\u0644\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u0633\u06d2 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0627\u06cc\u0645\u0627\u0646\u062f\u0627\u0631 \u06c1\u0648\u06ba\u06d4<\/p>\n<h3 id=\"heading-the-shape-of-a-request\">\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u0634\u06a9\u0644<\/h3>\n<p>Jev \u06a9\u0627\u0644\u0632 \u06a9\u06d2 \u062f\u0648 \u062d\u0635\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0635\u0648\u0631\u062a \u062d\u0627\u0644<\/strong> \u0627\u0633 \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0641\u0631\u0642 \u0646\u06c1\u06cc\u06ba \u067e\u0691\u062a\u0627 \u06a9\u06c1 \u0622\u067e \u06a9\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u0679\u0631\u0646\u06af\u060c JSON \u0622\u0628\u062c\u06cc\u06a9\u0679\u060c \u06cc\u0627 \u0679\u06cc\u06a9\u0633\u0679 \u0627\u0631\u06cc \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0645\u0627\u0631\u06d2 \u0645\u0639\u0627\u0645\u0644\u06d2 \u0645\u06cc\u06ba \u06cc\u06c1 \u06a9\u0627\u0645 \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644 \u0627\u0648\u0631 \u0646\u06a9\u0627\u0644\u0627 \u06af\u06cc\u0627 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u0627 \u0645\u062a\u0646 \u06c1\u06d2\u06d4 \u0631\u06cc\u0627\u0633\u062a \u0635\u0631\u0641 \u0688\u06cc\u0679\u0627 \u06c1\u06d2\u06d4 Jev \u0627\u0633\u06d2 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u0645\u06cc\u06ba \u06a9\u0633\u06cc \u0628\u06be\u06cc \u06c1\u062f\u0627\u06cc\u062a \u067e\u0631 \u0639\u0645\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0633\u0648\u0627\u0644<\/strong> \u0631\u06cc\u0627\u0633\u062a \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0646\u0627\u0645\u0632\u062f \u0627\u0648\u0631 \u062f\u0631\u062c \u06a9\u0631\u062f\u06c1 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627 \u0627\u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u06c1\u06d4 \u06c1\u0631 \u0633\u0648\u0627\u0644 \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0628\u06cc\u06a9 \u0648\u0642\u062a \u0627\u0648\u0631 \u0622\u0632\u0627\u062f\u0627\u0646\u06c1 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0633\u0648\u0627\u0644 \u062f\u0648\u0633\u0631\u06d2 \u0633\u0648\u0627\u0644 \u06a9\u06d2 \u062c\u0648\u0627\u0628 \u06a9\u0648 \u0645\u062a\u0627\u062b\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627\u06d4 \u0645\u0632\u06cc\u062f \u0633\u0648\u0627\u0644\u0627\u062a \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u06d2 \u0648\u0642\u062a \u067e\u0631 \u0628\u06c1\u062a \u06a9\u0645 \u0627\u062b\u0631 \u067e\u0691\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0622\u067e \u0627\u06cc\u06a9 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc\u06ba 8 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0631\u06cc\u0632\u06cc\u0648\u0645 \u0628\u06be\u06cc\u062c \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>HR \u0679\u06cc\u0645 \u06a9\u06cc \u0637\u0631\u0641 \u0633\u06d2 \u0628\u0646\u0627\u0626\u06d2 \u06af\u0626\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2\u060c \u067e\u0648\u0631\u0679\u0644 \u0627\u06cc\u06a9 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06be\u06cc\u062c\u06cc \u06af\u0626\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06cc\u06c1 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-json\">{\n  \"state\": {\n    \"job_title\": \"Senior Product Engineer\",\n    \"job_description\": \"Own customer-facing features end to end. TypeScript across the stack, Postgres, on-call, and mentoring two or three engi\u2026\",\n    \"resume_text\": \"ANJALI MEHTAnSenior Backend Engineernanjali.mehta@example.com | +91 98200 41122 | Pune, IndianSUMMARYnBackend engineer with nine years building payment and ledger systems in Go andnTypeScript. Owned the migration of a double-entry ledger handling 4M transactionsn\u2026\"\n  },\n  \"model\": \"jev-1.13.0\",\n  \"questions\": {\n    \"technical_depth\": {\n      \"type\": \"score\",\n      \"instructions\": \"Rate hands-on engineering depth using the experience and project bullets: what the candidate personally built, how complex it was, how much they owned. Ignore skills keyword lists, titles, and company names. Score the depth shown, not the years worked. When torn between two levels, pick the lower.\",\n      \"criteria\": [\n        \"No roles or projects where they wrote code. Technical exposure is adjacent only: manual QA, IT support, PM, sales engineering.\",\n        \"Coding appears only as coursework, bootcamp, or tutorial projects (to-do apps, clones). Nothing shipped to real users.\",\n        \"Small scoped work inside someone else's design: bug fixes, minor features, CRUD screens. One language, one layer. Bullets list tasks, not problems solved. Also score here if you can't tell what they actually built.\",\n        \"Owns features end to end in a live system: designs, builds, tests, and ships with little supervision. Works across two layers (e.g. API plus frontend). Mentions code review, testing, deploys, or on-call.\",\n        \"Owns whole systems and makes architecture tradeoffs. Depth in two domains (e.g. backend plus infrastructure). Hard problems with numbers attached: performance, scaling, migrations, incidents. Often leads projects or mentors.\",\n        \"Deep specialist with real breadth: maintainer of a widely used open-source project, systems internals (compilers, kernels, distributed systems, database engines), or org-wide architecture ownership at significant scale.\"\n      ]\n    },\n    \"jd_alignment\": {\n      \"type\": \"score\",\n      \"instructions\": \"How well does this candidate's demonstrated experience match the requirements in `job_description`? Judge against what the job description actually asks for, not against a general notion of a strong engineer. Ignore keyword overlap in skills lists; weight demonstrated work.\",\n      \"criteria\": [\n        \"No overlap with the requirements. A different discipline entirely.\",\n        \"Adjacent field. Some transferable skills, but none of the core requirements are demonstrated.\",\n        \"Partial match. Meets some core requirements, clearly missing others, or the evidence is thin.\",\n        \"Strong match. Meets essentially all core requirements with demonstrated work.\",\n        \"Exceeds the requirements, including the stated nice-to-haves, with directly comparable prior work.\"\n      ]\n    },\n    \"mentorship_demonstrated\": {\n      \"type\": \"noul\",\n      \"instructions\": \"Does the resume demonstrate mentoring experience?\"\n    },\n    \"llm_experience\": {\n      \"type\": \"noul\",\n      \"instructions\": \"Does the candidate have experience developing LLM products?\",\n      \"criteria\": {\n        \"true\": \"The candidate has built products or features powered by AI or Large Language Models\",\n        \"false\": \"The candidate does not show experience building AI products.\"\n      }\n    },\n    \"open_source_contribution\": {\n      \"type\": \"noul\",\n      \"instructions\": \"Does the candidate have open source experience?\"\n    },\n    \"career_progression\": {\n      \"type\": \"choice\",\n      \"instructions\": \"What type of career progression is shown?\",\n      \"criteria\": {\n        \"steady_growth\": \"Clear progression with increasing seniority\",\n        \"lateral_moves\": \"Similar roles at different companies\",\n        \"job_hopping\": \"Frequent changes with short tenure\",\n        \"unclear\": \"Progression pattern is unclear\"\n      }\n    },\n    \"primary_talent_profile\": {\n      \"type\": \"choice\",\n      \"instructions\": \"Pick the best match for the candidate's talent profile. Judge from their experience holistically, not from job titles or a skills list alone. Weight the most recent roles heaviest.\",\n      \"criteria\": {\n        \"frontend_engineer\": \"Builds user-facing interfaces: React, Vue, or Angular work, design systems, browser performance, accessibility. Consumes APIs but does not own them.\",\n        \"backend_engineer\": \"Builds server-side services, APIs, and data models. Owns business logic, databases, queues, and service performance. Little or no UI work.\",\n        \"full_stack_engineer\": \"Ships both UI and services on the same projects with neither side dominant. Not a backend engineer who occasionally edited a template.\",\n        \"mobile_engineer\": \"Builds iOS, Android, or cross-platform apps (Swift, Kotlin, React Native, Flutter): app store releases, device performance, native SDKs.\",\n        \"devops_infrastructure\": \"Owns how code runs and ships: CI\/CD, Kubernetes, Terraform, cloud infrastructure, monitoring, reliability and on-call. Covers DevOps, SRE, and platform engineering.\",\n        \"data_engineer\": \"Builds pipelines and data platforms: ETL, warehouses, Spark, Airflow, dbt, streaming. Serves analysts and models rather than end users.\",\n        \"ml_ai_engineer\": \"Trains, fine-tunes, evaluates, or serves models. Includes applied ML, LLM, and research engineering.\",\n        \"security_engineer\": \"Application, cloud, or product security: threat modeling, penetration testing, detection engineering, identity, vulnerability remediation.\",\n        \"embedded_systems\": \"Low-level work: firmware, drivers, kernels, compilers, robotics, or hardware-constrained C, C++, and Rust.\",\n        \"other\": \"Real engineering that fits none of the above, such as QA automation, game development, or forward-deployed and solutions engineering.\"\n      }\n    },\n    \"is_resume\": {\n      \"type\": \"noul\",\n      \"instructions\": \"This document is a resume or CV for a job candidate.\"\n    },\n    \"earliest_role_start_year\": {\n      \"type\": \"choice\",\n      \"instructions\": \"In the candidate's work experience, which of these years is when their first full-time professional role began? Pick from the listed years only. Ignore education dates and certification dates. Pick 'none' if the resume does not state when their first role began.\",\n      \"criteria\": {\n        \"2016\": null,\n        \"2017\": null,\n        \"2021\": null,\n        \"none\": \"The resume does not state when the first professional role began.\"\n      }\n    },\n    \"earliest_role_start_month\": {\n      \"type\": \"choice\",\n      \"instructions\": \"In the candidate's work experience, which month did their first full-time professional role begin? Pick 'none' if only the year is stated or the start is not stated.\",\n      \"criteria\": {\n        \"january\": null,\n        \"february\": null,\n        \"march\": null,\n        \"april\": null,\n        \"may\": null,\n        \"june\": null,\n        \"july\": null,\n        \"august\": null,\n        \"september\": null,\n        \"october\": null,\n        \"november\": null,\n        \"december\": null,\n        \"none\": \"Only the year is stated, or the start date is not stated.\"\n      }\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u0627\u0648\u0631 \u0622\u067e \u06a9\u0627 \u062c\u0648\u0627\u0628 (\u0646\u06cc\u0686\u06d2 \u062f\u06cc\u06d2 \u06af\u0626\u06d2 \u0646\u0645\u0628\u0631\u0632 \u0627\u06cc\u06a9 \u062c\u0627\u0645\u0639 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u06cc \u0645\u062b\u0627\u0644 \u06c1\u06cc\u06ba \u062a\u0627\u06a9\u06c1 \u0622\u067e \u062f\u06cc\u06a9\u06be \u0633\u06a9\u06cc\u06ba \u06a9\u06c1 \u06cc\u06c1 \u06a9\u06cc\u0633\u0627 \u0644\u06af\u062a\u0627 \u06c1\u06d2):<\/p>\n<pre><code class=\"language-json\">{\n  \"model\": \"jev-1.13.0\",\n  \"answers\": {\n    \"technical_depth\": {\n      \"type\": \"score\",\n      \"score\": 3.32,\n      \"confidence\": 0.71,\n      \"legend\": {\n        \"0\": \"No roles or projects where they wrote code. Technical exposure is adjacent only: manual QA, IT support, PM, sales engineering.\",\n        \"1\": \"Coding appears only as coursework, bootcamp, or tutorial projects (to-do apps, clones). Nothing shipped to real users.\",\n        \"2\": \"Small scoped work inside someone else's design: bug fixes, minor features, CRUD screens. One language, one layer. Bullets list tasks, not problems solved. Also score here if you can't tell what they actually built.\",\n        \"3\": \"Owns features end to end in a live system: designs, builds, tests, and ships with little supervision. Works across two layers (e.g. API plus frontend). Mentions code review, testing, deploys, or on-call.\",\n        \"4\": \"Owns whole systems and makes architecture tradeoffs. Depth in two domains (e.g. backend plus infrastructure). Hard problems with numbers attached: performance, scaling, migrations, incidents. Often leads projects or mentors.\",\n        \"5\": \"Deep specialist with real breadth: maintainer of a widely used open-source project, systems internals (compilers, kernels, distributed systems, database engines), or org-wide architecture ownership at significant scale.\"\n      },\n      \"probabilities\": { \"0\": 0.00, \"1\": 0.01, \"2\": 0.12, \"3\": 0.46, \"4\": 0.36, \"5\": 0.05 }\n    },\n    \"jd_alignment\": {\n      \"type\": \"score\",\n      \"score\": 2.87,\n      \"confidence\": 0.68,\n      \"legend\": {\n        \"0\": \"No overlap with the requirements. A different discipline entirely.\",\n        \"1\": \"Adjacent field. Some transferable skills, but none of the core requirements are demonstrated.\",\n        \"2\": \"Partial match. Meets some core requirements, clearly missing others, or the evidence is thin.\",\n        \"3\": \"Strong match. Meets essentially all core requirements with demonstrated work.\",\n        \"4\": \"Exceeds the requirements, including the stated nice-to-haves, with directly comparable prior work.\"\n      },\n      \"probabilities\": { \"0\": 0.01, \"1\": 0.04, \"2\": 0.21, \"3\": 0.55, \"4\": 0.19 }\n    },\n    \"mentorship_demonstrated\": {\n      \"type\": \"noul\",\n      \"noul\": 0.93\n    },\n    \"llm_experience\": {\n      \"type\": \"noul\",\n      \"noul\": 0.08\n    },\n    \"open_source_contribution\": {\n      \"type\": \"noul\",\n      \"noul\": 0.11\n    },\n    \"career_progression\": {\n      \"type\": \"choice\",\n      \"choice\": \"steady_growth\",\n      \"confidence\": 0.82,\n      \"probabilities\": { \"steady_growth\": 0.88, \"lateral_moves\": 0.08, \"job_hopping\": 0.02, \"unclear\": 0.02 }\n    },\n    \"primary_talent_profile\": {\n      \"type\": \"choice\",\n      \"choice\": \"backend_engineer\",\n      \"confidence\": 0.79,\n      \"probabilities\": {\n        \"frontend_engineer\": 0.01, \"backend_engineer\": 0.86, \"full_stack_engineer\": 0.09,\n        \"mobile_engineer\": 0.00, \"devops_infrastructure\": 0.03, \"data_engineer\": 0.01,\n        \"ml_ai_engineer\": 0.00, \"security_engineer\": 0.00, \"embedded_systems\": 0.00,\n        \"other\": 0.00\n      }\n    },\n    \"is_resume\": {\n      \"type\": \"noul\",\n      \"noul\": 0.99\n    },\n    \"earliest_role_start_year\": {\n      \"type\": \"choice\",\n      \"choice\": \"2016\",\n      \"confidence\": 0.94,\n      \"probabilities\": { \"2016\": 0.96, \"2017\": 0.03, \"2021\": 0.01, \"none\": 0.00 }\n    },\n    \"earliest_role_start_month\": {\n      \"type\": \"choice\",\n      \"choice\": \"august\",\n      \"confidence\": 0.88,\n      \"probabilities\": {\n        \"january\": 0.00, \"february\": 0.00, \"march\": 0.00, \"april\": 0.00, \"may\": 0.00,\n        \"june\": 0.02, \"july\": 0.03, \"august\": 0.92, \"september\": 0.02, \"october\": 0.00,\n        \"november\": 0.00, \"december\": 0.00, \"none\": 0.01\n      }\n    }\n  },\n  \"usage\": {\n    \"input_tokens\": 4611,\n    \"output_tokens\": 512\n  }\n}\n<\/code><\/pre>\n<p>\u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u06a9\u06cc\u0627 \u06a9\u06be\u0648 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0648\u0626\u06cc \u0645\u062a\u0646\u060c \u0648\u0636\u0627\u062d\u062a \u06cc\u0627 &quot;\u062a\u062e\u0635\u06cc\u0635&#8221; \u0641\u06cc\u0644\u0688\u0632 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u062a\u0645\u0627\u0645 \u0642\u062f\u0631\u06cc\u06ba \u0622\u067e \u06a9\u06d2 \u0645\u062a\u0639\u06cc\u0646 \u06a9\u0631\u062f\u06c1 \u0633\u06cc\u0679 \u06a9\u06d2 \u0646\u0645\u0628\u0631\u0632 \u06cc\u0627 \u0644\u06cc\u0628\u0644\u0632 \u06c1\u06cc\u06ba\u060c \u0644\u06c1\u0630\u0627 \u0622\u067e \u0627\u0646\u06c1\u06cc\u06ba \u0645\u0632\u06cc\u062f \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0646\u06cc\u0632\u060c \u0633\u0627\u0644\u0648\u06ba_\u062a\u062c\u0631\u0628\u06d2 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06a9\u0648\u0626\u06cc \u0633\u0648\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u062e\u0630 \u06a9\u0631\u062f\u06c1 \u0645\u0639\u06cc\u0627\u0631 \u06c1\u06d2 \u062c\u0633 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u062f\u0648 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc_\u0631\u0648\u0644_\u0627\u0633\u0679\u0627\u0631\u0679 \u062c\u0648\u0627\u0628\u0627\u062a \u0633\u06d2 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u062c\u0648 \u0622\u067e \u0646\u06cc\u0686\u06d2 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u063a\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f\u06af\u06cc \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u0627 \u0646\u0642\u0637\u06c1 \u06c1\u06d2.<\/p>\n<h3 id=\"heading-the-three-question-types\">\u062a\u06cc\u0646 \u0642\u0633\u0645 \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a<\/h3>\n<p><strong>\u0633\u06a9\u0648\u0631<\/strong> \u0622\u067e \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062f\u06c1 \u062a\u0631\u062a\u06cc\u0628 \u06a9\u06cc \u0633\u0637\u062d \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u062d\u06cc\u062b\u06cc\u062a \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u0637\u062d\u06cc\u06ba \u0645\u0639\u0627\u06c1\u062f\u0648\u06ba \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 Jev \u06c1\u0631 \u0644\u06cc\u0648\u0644 \u06a9\u0648 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u0688\u0633\u0679\u0631\u06cc \u0628\u06cc\u0648\u0634\u0646 \u06a9\u06cc \u0645\u062a\u0648\u0642\u0639 \u0642\u06cc\u0645\u062a \u06a9\u06d2 \u0633\u06a9\u0648\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0627\u0645\u06a9\u0627\u0646\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0633\u0637\u062d\u06cc\u06ba \u0627\u0639\u062f\u0627\u062f \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0631\u0648\u06cc\u06d2 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u06cc\u06ba\u06d4 \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c &quot;\u0644\u0627\u0626\u06cc\u0648 \u0633\u0633\u0679\u0645\u0632 \u0645\u06cc\u06ba \u0627\u06cc\u0646\u0688 \u0679\u0648 \u0627\u06cc\u0646\u0688 \u0641\u0646\u06a9\u0634\u0646\u0644\u0679\u06cc \u06a9\u0627 \u0645\u0627\u0644\u06a9 \u06c1\u06d2&#8221; 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\u062d\u0642\u06cc\u0642\u06cc \u06af\u0627\u0631\u0646\u0679\u06cc \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u067e\u0627\u0631\u0633\u0646\u06af \u067e\u0631\u062a \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u0644\u06cc\u06a9\u0646 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u062c\u06cc\u0648 \u06c1\u0645\u06cc\u0634\u06c1 \u0635\u062d\u06cc\u062d \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0622\u067e \u06a9\u0633\u06cc \u0627\u06cc\u0633\u06d2 \u0634\u062e\u0635 \u06a9\u0648 \u062f\u06d2 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 &quot;\u0627\u0639\u0644\u06cc \u062f\u0631\u062c\u06d2&#8221; \u06a9\u06d2 \u0644\u06cc\u06d2 0.85 \u0627\u0646\u0679\u0631\u0645\u06cc\u0688\u06cc\u0679 \u06c1\u0648\u06d4 \u0627\u06af\u0631\u0686\u06c1 \u0642\u0633\u0645 \u06a9\u0627 \u0646\u0638\u0627\u0645 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u06a9\u06d2 \u0641\u06cc\u0635\u0644\u06d2 \u067e\u06be\u0631 \u0628\u06be\u06cc \u063a\u0644\u0637 \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u067e\u0631\u0648\u0641 \u0631\u06cc\u0688\u0646\u06af \u0622\u067e \u06a9\u0648 \u0628\u062a\u0627\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u06a9\u062a\u0646\u06cc \u0628\u0627\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0646 \u062d\u062f\u0648\u062f \u0645\u06cc\u06ba \u0633\u06d2 \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u0648 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062d\u0635\u0648\u06ba \u0645\u06cc\u06ba \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06d2 \u0641\u06cc\u0635\u0644\u0648\u06ba \u0633\u06d2 \u0638\u0627\u06c1\u0631 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0686\u06be \u06a9\u0648 \u0622\u062e\u0631 \u0645\u06cc\u06ba \u067e\u06c1\u0644\u06cc \u0628\u0627\u0631 \u0645\u06cc\u06ba \u0646\u0645\u0628\u0631\u0648\u06ba \u0645\u06cc\u06ba \u062f\u06a9\u06be\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-how-the-application-is-structured\">\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u0633\u0627\u062e\u062a<\/h2>\n<p>\u062a\u0639\u0645\u06cc\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u0645\u062c\u0645\u0648\u0639\u06cc \u0688\u06be\u0627\u0646\u0686\u06d2 \u0627\u0648\u0631 \u06c1\u0631 \u062d\u0635\u06d2 \u06a9\u06cc \u0648\u062c\u06c1 \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0646\u0627 \u0645\u0641\u06cc\u062f \u06c1\u06d2\u06d4 \u06cc\u06c1\u0627\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 Jev \u06a9\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a\u0648\u06ba \u0627\u0648\u0631 \u062d\u062f\u0648\u062f \u0633\u06d2 \u0637\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u0627 \u06a9\u06c1 \u06c1\u0631 \u062d\u0635\u06c1 \u06a9\u06cc\u0648\u06ba \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2 \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u062c\u0627\u0646\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u0645\u0644\u06d2 \u06af\u06cc \u06a9\u06c1 \u0622\u067e \u06a9\u06cc \u0636\u0631\u0648\u0631\u06cc\u0627\u062a \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06a9\u06cc\u0627 \u0627\u06cc\u0688\u062c\u0633\u0679 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-plaintext\"> \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n \u2502  HR on a laptop     \u2502\n \u2502  (browser)          \u2502\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n        \u2502      \u2502  \u2460 the PDF goes straight to Storage on a signed URL \u2014\n        \u2502      \u2502     it never passes through a server action body\n        \u2502      \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2502 pages, server actions                               \u2502\n        \u25bc                                                     \u25bc\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510   \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n \u2502  Next.js on Vercel                         \u2502   \u2502  Supabase                  \u2502\n \u2502                                            \u2502   \u2502                            \u2502\n \u2502  proxy.ts        refresh session, redirect \u2502&#x25c0;\u2500&#x25b6;\u2502  Auth      getUser() on    \u2502\n \u2502  server actions  Zod on every entry        \u2502   \u2502            every render    \u2502\n \u2502  scoring.ts      pure \u2014 the only place a   \u2502&#x25c0;\u2500&#x25b6;\u2502  Postgres  6 tables, RLS   \u2502\n \u2502                  number is produced     \u2464  \u2502   \u2502            on all of them, \u2502\n \u2502                                            \u2502   \u2502            append-only     \u2502\n \u2502                                            \u2502&#x25c0;\u2500&#x25b6;\u2502            screenings      \u2502\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2518   \u2502  Storage   private bucket, \u2502\n         \u2502 \u2461             \u2502 \u2462             \u2502 \u2463      \u2502            signed URLs     \u2502\n         \u25bc               \u25bc               \u25bc        \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n \u2502 unpdf        \u2502 \u2502 AI Gateway    \u2502 \u2502 TypeSafe Jev     \u2502\n \u2502 text, then   \u2502 \u2502 \u2192 small LLM   \u2502 \u2502 one systemOne    \u2502\n \u2502 reading      \u2502 \u2502 name, email,  \u2502 \u2502 call, every      \u2502\n \u2502 order from   \u2502 \u2502 phone \u2014 and   \u2502 \u2502 question at once \u2502\n \u2502 geometry     \u2502 \u2502 nothing else  \u2502 \u2502                  \u2502\n \u2502 (in-process) \u2502 \u2502               \u2502 \u2502 jev-1.13.0       \u2502\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\n \u2460 upload   \u2461 extract   \u2462 contact fields   \u2463 score   \u2464 compute + persist\n<\/code><\/pre>\n<h3 id=\"heading-one-resumes-journey\">\u0627\u06cc\u06a9 \u062e\u0644\u0627\u0635\u06c1 \u06a9\u0627 \u0633\u0641\u0631<\/h3>\n<p>\u06cc\u06c1 \u0627\u0633 \u0648\u0642\u062a \u0633\u06d2 \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06c1\u06d2 \u062c\u0628 HR \u0622\u067e \u06a9\u0627 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0627\u067e \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0633 \u0644\u0645\u062d\u06d2 \u062a\u06a9 \u062c\u0628 \u0622\u067e \u06a9\u0627 \u0633\u06a9\u0648\u0631 \u0679\u06cc\u0628\u0644 \u0645\u06cc\u06ba \u0638\u0627\u06c1\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<ol>\n<li>\n<p>\u0628\u0631\u0627\u0624\u0632\u0631 \u0633\u0631\u0648\u0631 \u0633\u06d2 \u062f\u0633\u062a\u062e\u0637 \u0634\u062f\u06c1 \u06cc\u0648 \u0622\u0631 \u0627\u06cc\u0644 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0633\u0648\u067e\u0627 \u0628\u06cc\u0633 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u067e\u0631 \u0627\u067e \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u067e \u0644\u0648\u0688\u0632 \u06c1\u0645\u0627\u0631\u06d2 \u0633\u0631\u0648\u0631\u0632 \u0633\u06d2 \u0646\u06c1\u06cc\u06ba \u06af\u0632\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0633\u0631\u0648\u0631 \u0679\u0627\u0633\u06a9 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u0633\u06d2 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u0688\u0627\u0624\u0646 \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 unpdf \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0633\u0627\u062f\u06c1 \u0645\u062a\u0646 \u06a9\u0648 \u0646\u06a9\u0627\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0645\u062a\u0646 \u0635\u0641\u062d\u0627\u062a \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0648\u0642\u0639 \u0633\u06d2 \u0628\u06c1\u062a \u0686\u06be\u0648\u0679\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u06a9\u06d2 \u062a\u062c\u0631\u0628\u06d2 \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a \u06a9\u0648 \u0627\u06cc\u06a9 \u067e\u06cc\u063a\u0627\u0645 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0646\u0627\u06a9\u0627\u0645 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0646\u0634\u0627\u0646 \u0632\u062f \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627 \u062c\u0633 \u0645\u06cc\u06ba \u06a9\u06c1\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627 \u06a9\u06c1 \u06cc\u06c1 \u0633\u06a9\u06cc\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc \u0627\u0646 \u067e\u0679 \u062f\u0633\u062a\u06cc\u0627\u0628 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u062a\u0648 \u0639\u0645\u0644 \u0631\u06a9 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0627 \u0646\u0627\u0645\u060c \u0627\u06cc \u0645\u06cc\u0644\u060c \u0627\u0648\u0631 \u0641\u0648\u0646 \u0646\u0645\u0628\u0631 \u0646\u06a9\u0627\u0644\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062a\u0646 Vercel AI \u06af\u06cc\u0679 \u0648\u06d2 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0686\u06be\u0648\u0679\u06d2 LLM \u06a9\u0648 \u0628\u06be\u06cc\u062c\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0646\u0638\u0627\u0645 \u0645\u06cc\u06ba \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0627 \u0648\u0627\u062d\u062f \u0645\u0631\u062d\u0644\u06c1 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644\u060c \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u060c \u0627\u0648\u0631 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0645\u062a\u0646 \u06a9\u0648 \u0627\u06cc\u06a9 Jev \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc\u06ba \u0645\u0644\u0627 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u062a\u0645\u0627\u0645 \u0633\u0648\u0627\u0644\u0627\u062a \u0627\u06cc\u06a9 \u06a9\u0627\u0644 \u0645\u06cc\u06ba \u0646\u0645\u0679\u0627\u0626\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0648\u0688 \u062c\u06cc\u0648 \u06a9\u06d2 \u062c\u0648\u0627\u0628 \u0633\u06d2 \u0645\u062c\u0645\u0648\u0639\u06cc \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0644\u06af\u0627\u062a\u0627 \u06c1\u06d2\u060c \u06c1\u0631 \u06a9\u0633\u0648\u0679\u06cc \u06a9\u0648 \u0637\u0627\u0642\u062a \u06cc\u0627 \u0641\u0631\u0642 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0646\u0634\u0627\u0646 \u0632\u062f \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u067e\u0648\u0633\u0679\u06af\u0631\u06cc\u0633 \u0645\u06cc\u06ba \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0679\u06cc\u0628\u0644 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u062c\u06cc\u0648 \u06a9\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0648\u0642\u062a \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u06a9\u0648 \u067e\u0627\u0631\u0633 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0646\u06a9\u0627\u0644\u0646\u06d2 \u0645\u06cc\u06ba \u0635\u0631\u0641 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u067e\u0631 \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2\u06d4<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"heading-the-data-model\">\u0688\u06cc\u0679\u0627 \u0645\u0627\u0688\u0644<\/h3>\n<p>\u0686\u06be \u0645\u06cc\u0632\u06cc\u06ba \u0627\u06cc\u067e\u0644\u06cc \u06a9\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0645\u0648\u062c\u0648\u062f \u062a\u0645\u0627\u0645 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-plaintext\">jobs \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500 job_criteria        (the Jev questions for this job)\n              \u2502\n              \u2514\u2500\u2500 applications \u2500\u2500\u2500\u2500\u2500\u2500 screenings \u2500\u2500\u2500\u2500\u2500\u2500 screening_answers\n                  (one per resume)    (one per run)      (one per question)\n\nprofiles      (one per HR user, mirrors auth.users)\n<\/code><\/pre>\n<p><strong>\u0646\u0648\u06a9\u0631\u06cc<\/strong> \u0679\u06cc\u0628\u0644 \u0645\u06cc\u06ba \u062c\u0627\u0628 \u0679\u0627\u0626\u0679\u0644 \u0627\u0648\u0631 \u0686\u0633\u067e\u0627\u06ba \u06a9\u06cc \u06af\u0626\u06cc \u0646\u0648\u06a9\u0631\u06cc \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644 \u0645\u062d\u0641\u0648\u0638 \u06c1\u06d2\u06d4 \u062a\u0641\u0635\u06cc\u0644 \u06c1\u0631 \u06a9\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 Jev \u06a9\u06cc \u062d\u06cc\u062b\u06cc\u062a \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u0633\u06d2 \u06a9\u0633\u06cc \u0627\u0648\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06d2 \u0644\u0646\u06a9 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0645\u062a\u0646 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u067e\u06cc\u0634\u06c1_\u0645\u0639\u06cc\u0627\u0631\u06cc<\/strong> \u06cc\u06c1 \u0627\u06cc\u06a9 \u062f\u0644\u0686\u0633\u067e \u06c1\u06d2\u06d4 \u06c1\u0631 \u0642\u0637\u0627\u0631 \u0627\u06cc\u06a9 Jev \u0633\u0648\u0627\u0644 \u06c1\u06d2: \u0642\u0633\u0645\u060c \u06c1\u062f\u0627\u06cc\u0627\u062a\u060c \u0633\u0637\u062d \u06cc\u0627 \u0627\u062e\u062a\u06cc\u0627\u0631\u060c \u0648\u0632\u0646\u060c \u062c\u06be\u0646\u0688\u0627 \u0627\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u06cc\u06c1 \u0645\u062c\u0645\u0648\u0639\u06cc \u0627\u0633\u06a9\u0648\u0631 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06d2 \u06cc\u0627 \u0646\u06c1\u06cc\u06ba\u06d4 \u062c\u0628 HR \u06a9\u0648\u0626\u06cc \u06a9\u0627\u0645 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0646\u0638\u0627\u0645 \u0627\u0633 \u062c\u062f\u0648\u0644 \u0645\u06cc\u06ba \u0637\u06d2 \u0634\u062f\u06c1 \u0637\u06d2 \u0634\u062f\u06c1 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u0646\u0642\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0627\u067e\u06cc \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 HR \u0645\u0635\u0646\u0641 \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a <em>\u06c1\u06d2<\/em> \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0645\u0646\u0637\u0642\u06d4 \u06a9\u06c1\u06cc\u06ba \u0628\u06be\u06cc \u06a9\u0648\u0626\u06cc \u0627\u0634\u0627\u0631\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u062f\u0631\u062e\u0648\u0627\u0633\u062a<\/strong> \u0627\u06cc\u06a9 \u0642\u0637\u0627\u0631 \u0641\u06cc \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0627\u067e \u0644\u0648\u0688 \u06a9\u06cc \u06af\u0626\u06cc\u06d4 \u06cc\u06c1 \u0646\u06a9\u0627\u0644\u06d2 \u06af\u0626\u06d2 \u0645\u062a\u0646 \u06a9\u0648 \u06a9\u06cc\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u067e\u0627\u0631\u0633 \u0646\u06c1 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062c\u0628 HR \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u0633\u06d2 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u06a9\u06cc\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af<\/strong> \u0641\u06cc \u0633\u0644\u06cc\u06a9\u0679\u06cc\u0648 \u0631\u0646 \u0627\u06cc\u06a9 \u0642\u0637\u0627\u0631\u060c \u0641\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0646\u06c1\u06cc\u06ba\u06d4 \u06c1\u0631 \u0628\u0627\u0631 \u062c\u0628 \u0622\u067e \u06a9\u0627 \u062a\u062c\u0631\u0628\u06c1 \u06a9\u0627\u0631 \u0627\u0633\u06a9\u0648\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u06a9 \u0646\u0626\u06cc \u0642\u0637\u0627\u0631 \u0634\u0627\u0645\u0644 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u067e\u0631\u0627\u0646\u06cc \u0628\u0627\u062a\u06cc\u06ba \u0628\u0627\u0642\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u062c\u0627\u0626\u0632\u06c1_\u062c\u0648\u0627\u0628<\/strong> \u06c1\u0631 \u062c\u06cc\u0648 \u062c\u0648\u0627\u0628 \u06a9\u0648 \u0627\u0633 \u06a9\u06cc \u0627\u067e\u0646\u06cc \u0642\u0637\u0627\u0631 \u0645\u06cc\u06ba \u06c1\u0645\u0648\u0627\u0631 \u06a9\u0631\u06cc\u06ba (\u062e\u0627\u0645 \u0627\u0642\u062f\u0627\u0631\u060c \u0645\u0639\u0645\u0648\u0644 \u06a9\u06cc \u0627\u0642\u062f\u0627\u0631\u060c \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u0627\u0648\u0631 \u0628\u06cc\u0646\u0688)\u06d4 \u0679\u06cc\u0628\u0644 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0627\u0648\u0631 \u0641\u0644\u0679\u0631 \u06cc\u06c1\u06cc \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u067e\u0631\u0648\u0641\u0627\u0626\u0644<\/strong> \u06cc\u06c1 Supabase \u06a9\u06d2 auth.users \u0679\u06cc\u0628\u0644 \u06a9\u0627 \u0639\u06a9\u0633 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0688\u0633\u067e\u0644\u06d2 \u0646\u0627\u0645 \u06a9\u0627 \u0627\u0636\u0627\u0641\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u06cc\u06a9 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0679\u0631\u06af\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0622\u0628\u0627\u062f \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u06a9\u0648\u0626\u06cc \u0645\u0646\u062a\u0638\u0645 \u0635\u0627\u0631\u0641 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-decisions-worth-explaining\">\u0648\u0636\u0627\u062d\u062a \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u0641\u06cc\u0635\u0644\u06d2<\/h3>\n<h4 id=\"heading-1-criteria-are-stored-in-the-database-for-each-job-not-in-the-code\">1. \u0645\u0639\u06cc\u0627\u0631 \u06c1\u0631 \u06a9\u0627\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u06cc\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba\u06d4<\/h4>\n<p>\u0627\u06cc\u06a9 \u0627\u0648\u0631 \u0622\u067e\u0634\u0646 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u0641\u0627\u0626\u0644 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 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\u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u06a9\u06cc \u062c\u0691 \u0645\u06cc\u06ba \u0648\u0627\u0642\u0639 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u0645\u06cc\u06ba \u062a\u0645\u0627\u0645 \u0631\u06a9\u0627\u0648\u0679\u06cc\u06ba \u06c1\u06cc\u06ba \u062c\u0646 \u06a9\u0648 \u0633\u06cc\u0634\u0646\u0632 \u0645\u06cc\u06ba \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u0627 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2\u060c \u0628\u0634\u0645\u0648\u0644 \u0627\u0633\u0679\u06cc\u06a9\u060c \u062c\u06cc\u0648 \u06a9\u0646\u0679\u0631\u06cc\u06a9\u0679\u0633\u060c \u0633\u06cc\u06a9\u06cc\u0648\u0631\u0679\u06cc \u06a9\u06d2 \u0642\u0648\u0627\u0639\u062f\u060c \u0627\u0648\u0631 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0641\u0627\u0631\u0645\u0648\u0644\u06d2\u06d4<\/p>\n<p>\u06c1\u0631 \u06a9\u0627\u0645 \u06a9\u0627 \u0627\u0634\u0627\u0631\u06c1 &quot;Read CLAUDE.md&#8221; \u0633\u06d2 \u0634\u0631\u0648\u0639 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1\u06cc \u0648\u06c1 \u0686\u06cc\u0632 \u06c1\u06d2 \u062c\u0648 \u0679\u0627\u0633\u06a9 6 \u06a9\u0648 \u0679\u0627\u0633\u06a9 2 \u0645\u06cc\u06ba \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u0648 \u062e\u0627\u0645\u0648\u0634\u06cc \u0633\u06d2 \u06a9\u0627\u0644\u0639\u062f\u0645 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0631\u0648\u06a9\u062a\u06cc \u06c1\u06d2\u06d4 \u0622\u067e \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u0633\u06d2 \u067e\u0648\u0631\u06cc \u0641\u0627\u0626\u0644 \u067e\u0691\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 Jev \u0633\u06cc\u06a9\u0634\u0646 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 &quot;TypeSafe Jev \u06a9\u06cc\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u06cc\u0627 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2&#8221; \u06a9\u0648 \u0642\u0648\u0627\u0639\u062f \u0645\u06cc\u06ba \u0633\u0645\u06cc\u0679 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-markdown\"># Recruitment Portal \u2014 project constitution\n\nInternal HR portal. HR creates a job, uploads one resume PDF at a time, and the app\nscreens it with TypeSafe AI's Jev model. Single role, sign-in only.\n\nThis file is the source of truth. Re-read it at the start of every session. When a task\nprompt conflicts with this file, this file wins \u2014 flag the conflict, don't silently pick.\n\n---\n\n## Stack \u2014 do not deviate\n\n- Node v24.21.0, npm\n- Next.js App Router, TypeScript strict, all app code under `src\/`\n- Supabase (Auth + Postgres + Storage) via `@supabase\/ssr`; local dev via Supabase CLI\n- Tailwind CSS + shadcn\/ui\n- TanStack Table for lists\n- `@typesafe-ai\/sdk` \u2014 scoring. Model `jev-latest` in development. Production pins the\n  versioned id (currently `jev-1.13.0`); see DEPLOY.md.\n- `unpdf` \u2014 PDF text extraction\n- Vercel AI SDK + Vercel AI Gateway \u2014 candidate field extraction ONLY, never scoring\n- Zod \u2014 every input, every env var\n- GitHub Actions for CI\/CD, Vercel as host\n- **No test framework.** Do not add Vitest or Playwright.\n- **Ask before adding any dependency not listed here.**\n\n---\n\n## Jev is not an LLM \u2014 read before touching screening code\n\nJev returns only typed values with calibrated probabilities. It emits no strings, cannot\nhallucinate a value outside the schema you define, and cannot produce a type error. All\nquestions in one request are evaluated in parallel, in isolation, against the same\n`state`. Adding questions barely changes latency, so send them all in one call.\n\n### The three primitives and their exact response shapes\n\n`POST https:\/\/api.typesafe.ai\/v1\/systemone` with `{ state, model, questions }`.\nResponse: `{ model, answers, usage: { input_tokens, output_tokens } }`. Every answer\ncarries `type` and sits under the same key you used in `questions`.\n\n| type | criteria | answer |\n|---|---|---|\n| `score` | array of 2\u201310 ordered level descriptions, low \u2192 high | `{ type, score: float, legend: {\"0\": desc, ...}, probabilities: {\"0\": p, ...}, confidence }` |\n| `noul` | optional `{ true: desc, false: desc }` | `{ type, noul: 0..1 }` \u2014 **no confidence field** |\n| `choice` | map of option \u2192 description (or null), max 255 options | `{ type, choice, probabilities: {opt: p, ...}, confidence }` |\n\n`probabilities` and `legend` are **maps keyed by string**, never arrays. `score` is the\nprobability-weighted expectation across levels and can land between them.\n\n`instructions` accepts a string, an object, or an array. An object can hold the question\nin one field and data in others; refer to data fields by name in backticks.\n\nRead `\/sdk\/javascript.md` for the SDK's response accessors before writing code that reads\nanswers. Do not assume the shape from these tables alone.\n\n### Rules that follow\n\n- Never ask one fat \"rate this resume\" question. Decompose into atomic questions.\n- **The composite score is computed in our code.** Never ask Jev for a final number.\n- **There is no AI-written summary.** Strengths and gaps are derived in code by banding\n  the dimension scores. Do not add an LLM call to write prose about a candidate.\n- **`choice` questions are facets, not score inputs.** Their options have no ordering \u2014\n  `backend_engineer` is not worth more than `mobile_engineer`. They are display and filter\n  columns. Never index-code a choice into a number.\n- **`noul` returns no confidence.** Aggregate `min_confidence` over `score`, `choice` and\n  `derived` answers only. A noul's uncertainty shows as proximity to 0.5; flag a noul for\n  review when `|noul - 0.5| < 0.15`.\n- **Jev is not a calculator.** It reads dates as text and cannot count, add, or compare\n  dates. Every arithmetic step lives in `src\/features\/screening\/lib\/scoring.ts`. Jev's\n  job is to *identify* which value in the text is the one we want; code does the rest.\n- **State is data.** Jev doesn't follow instructions found inside it, but adversarial\n  text in a resume can still move an answer. Criteria must be precise.\n- Confidence is a routing signal, not a quality signal. Low confidence means \"a human must\n  look\", never \"bad candidate\". UI copy must reflect this.\n\n### Question categories\n\n**Job criteria** \u2014 rows in `job_criteria`, authored by HR, cloned from\n`screening-criteria.default.json` when a job is created. Types: `score`, `noul`,\n`choice`, `derived`.\n\n**System questions** \u2014 fixed, always sent, never in `job_criteria`, never shown as\nfacets. Defined in `screening-criteria.default.json` under `system_questions`:\n- `is_resume` (noul) \u2014 guard. Below 0.5, the application is marked failed, not scored.\n- `earliest_role_start_year` (choice) \u2014 options are the four-digit years found in the\n  resume text by regex, plus `none`. Built at request time.\n- `earliest_role_start_month` (choice) \u2014 twelve months plus `none`.\n\n**Derived criteria** \u2014 type `derived`. Not sent to Jev. Computed in `scoring.ts` from\nsystem-question answers plus today's date. `criteria` holds the numeric thresholds that\nmap the computed value onto levels; `instructions` holds `{ \"source\": \"<name>\" }`. The\nderived value's confidence is the minimum confidence of the system answers it used.\nThe only derived criterion in the default set is `years_of_experience`.\n\n### Composite formula\n\n```\nscore question:   normalized = score \/ (levels.length - 1)\nnoul question:    normalized = noul                          \/\/ already 0..1\nderived question: normalized = level_index \/ (thresholds.length - 1)\nchoice question:  excluded from the composite entirely\n\ncomposite = 100 * \u03a3(weight_i * normalized_i) \/ \u03a3(weight_i)\n            over questions where include_in_composite = true\n\nband: normalized >= 0.70 \u2192 'strength'\n      normalized <= 0.35 \u2192 'gap'\n      otherwise          \u2192 'neutral'\n```\n\nThis lives in one pure module, `src\/features\/screening\/lib\/scoring.ts`, with no I\/O.\n`today` is a parameter to it, never read from the clock inside it.\n\n### Request budget\n\nContext is 64k tokens per request and 32k for `state` plus the longest question.\nEstimate tokens before calling (chars \u00f7 4 is fine). If state would exceed 28k tokens,\nmark the application failed with a message saying the resume is too long to screen.\nDo not truncate silently.\n\n### Model versioning\n\nThe response's `model` field reports the versioned id that answered. Store it on every\nscreening row. `jev-latest` moves when TypeSafe ships a new version, and thresholds tuned\nagainst one version may not hold on the next. Development uses `jev-latest`; production\npins the versioned id.\n\n---\n\n## Architecture rules\n\n- `src\/app\/` holds routes only \u2014 thin, zero business logic.\n- Features are self-contained: `src\/features\/<name>\/{components,hooks,lib,server,types}`.\n  `server\/` holds server actions and route handlers.\n- `src\/components\/ui\/` is shadcn output only. Do not hand-edit generated files.\n- `src\/lib\/` holds clients and `env.ts`. `src\/utils\/` is pure functions only.\n- No abstraction until a second consumer exists.\n- Prefer server components. Client components only where interactivity demands it.\n\n---\n\n## Security \u2014 non-negotiable\n\n- RLS enabled on **every** table. `authenticated` gets full CRUD, `anon` gets nothing.\n  No `USING (true)` for anon anywhere.\n- `resumes` bucket is private. Short-lived signed URLs only. Never a public URL.\n- `service_role` key is server-only. Never `NEXT_PUBLIC_`. Never in a client component.\n- Every server action validates input with Zod before touching the DB.\n- Env parsed and validated with Zod in `src\/lib\/env.ts`; fail loudly on a missing var.\n- `TYPESAFE_API_KEY` and the AI Gateway key are server-only.\n\n---\n\n## Auth model\n\nSingle role \u2014 every authenticated user is an HR user with identical permissions. Sign-in\nonly: **no signup route, no signup UI, no self-service password reset, no invite flow.**\nAdmins create users in the Supabase dashboard. Protect routes with middleware *and* a\nserver-side session check in the protected layout; middleware alone is not enough.\n\n---\n\n## Working agreement\n\n- State a short plan before implementing. Pause for approval on anything structural.\n- Do not deploy to Vercel or touch a cloud Supabase project without explicit approval.\n- Run one task per session. Commit between tasks.\n- If something can't be done as specified, stop and say so. Do not work around it silently.\n<\/name><\/name><\/code><\/pre>\n<p>\u06c1\u0631 \u06a9\u0627\u0645 \u06a9\u0648 \u0627\u06cc\u06a9 \u0646\u0626\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u0633\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0634\u0631\u0648\u0639 \u0645\u06cc\u06ba \u063a\u06cc\u0631 \u0645\u0648\u062b\u0631 \u0644\u06af \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0627\u06cc\u06a9 \u0637\u0648\u06cc\u0644 \u0633\u06cc\u0634\u0646 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0622\u067e \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06af\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u0627 \u0645\u0627\u0688\u0644 \u067e\u0686\u06be\u0644\u06d2 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u0633\u06d2 \u0634\u0648\u0631 \u0627\u0679\u06be\u0627\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u0679\u06be\u0648\u06cc\u06ba \u06a9\u0627\u0645 \u0645\u06cc\u06ba 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\u062f\u0648\u0631\u0627\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u06d2 \u062c\u0627\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u062a\u0645\u0627\u0645 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a\u060c \u0646\u06cc\u0632 \u0633\u0633\u0679\u0645 \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a \u062c\u0648 \u06c1\u0645\u06cc\u0634\u06c1 \u0644\u0627\u06af\u0648 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0679\u0627\u0633\u06a9 2 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0679\u0627\u0633\u06a9 4 \u06c1\u0631 \u0646\u0626\u06d2 \u06a9\u0627\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633 \u06a9\u06cc \u06a9\u0627\u067e\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0679\u0627\u0633\u06a9 6 \u0627\u0633\u06d2 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062c\u06cc\u0648 \u06a9\u06cc \u062a\u0645\u0627\u0645 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc\u06ba \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0641\u0627\u0626\u0644 \u0622\u067e \u06a9\u06cc \u0633\u0686\u0627\u0626\u06cc \u06a9\u0627 \u0648\u0627\u062d\u062f \u0630\u0631\u06cc\u0639\u06c1 \u06c1\u06d2 \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1 \u0627\u06cc\u06a9 \u0627\u0686\u06be\u0627 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u06cc\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0686\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0688\u06cc\u0679\u0627 \u06c1\u06d2\u060c \u06a9\u0648\u0688 \u0646\u06c1\u06cc\u06ba\u060c \u0622\u067e TypeScript \u06a9\u0648 \u0686\u06be\u0648\u0626\u06d2 \u0628\u063a\u06cc\u0631 \u0627\u067e\u0646\u06d2 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0633 \u0641\u0627\u0626\u0644 \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0646\u0627 \u0627\u06cc\u067e \u06a9\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u062a\u06cc\u0632 \u062a\u0631\u06cc\u0646 \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0645\u06a9\u0645\u0644 \u0645\u0648\u0627\u062f \u06cc\u06c1\u0627\u06ba \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2\u06d4 \u06a9\u06c1 <code>_note<\/code> \u0627\u0648\u0631 <code>_comment<\/code> \u0641\u06cc\u0644\u0688\u0632 \u0627\u0646\u0633\u0627\u0646\u06cc \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 Jev \u06a9\u0648 \u0628\u06be\u06cc\u062c\u06d2 \u062c\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06c1\u0679\u0627 \u062f\u06cc\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-json\">{\n  \"_comment\": \"Default criteria set. Cloned into job_criteria whenever a new job is created; HR edits the copy. Array order is sort order. include_in_composite is forced false for type 'choice'. Type 'derived' is computed in code from system_questions and never sent to Jev.\",\n  \"criteria\": [\n    {\n      \"key\": \"years_of_experience\",\n      \"label\": \"Years of experience\",\n      \"type\": \"derived\",\n      \"weight\": 1.0,\n      \"include_in_composite\": true,\n      \"instructions\": {\n        \"source\": \"earliest_role_start\"\n      },\n      \"criteria\": [\n        0,\n        2,\n        4,\n        6,\n        8,\n        10\n      ],\n      \"_note\": \"Thresholds in years, low to high. Code computes elapsed years from earliest_role_start_year\/month and today, then picks the highest threshold the value meets. Level index \/ (thresholds.length - 1) is the normalized value. Confidence = min confidence of the two source Choices. Jev never does the date arithmetic.\"\n    },\n    {\n      \"key\": \"technical_depth\",\n      \"label\": \"Technical depth\",\n      \"type\": \"score\",\n      \"weight\": 2.0,\n      \"include_in_composite\": true,\n      \"instructions\": \"Rate hands-on engineering depth using the experience and project bullets: what the candidate personally built, how complex it was, how much they owned. Ignore skills keyword lists, titles, and company names. Score the depth shown, not the years worked. When torn between two levels, pick the lower.\",\n      \"criteria\": [\n        \"No roles or projects where they wrote code. Technical exposure is adjacent only: manual QA, IT support, PM, sales engineering.\",\n        \"Coding appears only as coursework, bootcamp, or tutorial projects (to-do apps, clones). Nothing shipped to real users.\",\n        \"Small scoped work inside someone else's design: bug fixes, minor features, CRUD screens. One language, one layer. Bullets list tasks, not problems solved. Also score here if you can't tell what they actually built.\",\n        \"Owns features end to end in a live system: designs, builds, tests, and ships with little supervision. Works across two layers (e.g. API plus frontend). Mentions code review, testing, deploys, or on-call.\",\n        \"Owns whole systems and makes architecture tradeoffs. Depth in two domains (e.g. backend plus infrastructure). Hard problems with numbers attached: performance, scaling, migrations, incidents. Often leads projects or mentors.\",\n        \"Deep specialist with real breadth: maintainer of a widely used open-source project, systems internals (compilers, kernels, distributed systems, database engines), or org-wide architecture ownership at significant scale.\"\n      ]\n    },\n    {\n      \"key\": \"jd_alignment\",\n      \"label\": \"Alignment to this job description\",\n      \"type\": \"score\",\n      \"weight\": 1.5,\n      \"include_in_composite\": true,\n      \"_note\": \"The only job-relative question in the default set. Remove it for a purely job-agnostic rubric; if kept, job_description must be in state.\",\n      \"instructions\": \"How well does this candidate's demonstrated experience match the requirements in `job_description`? Judge against what the job description actually asks for, not against a general notion of a strong engineer. Ignore keyword overlap in skills lists; weight demonstrated work.\",\n      \"criteria\": [\n        \"No overlap with the requirements. A different discipline entirely.\",\n        \"Adjacent field. Some transferable skills, but none of the core requirements are demonstrated.\",\n        \"Partial match. Meets some core requirements, clearly missing others, or the evidence is thin.\",\n        \"Strong match. Meets essentially all core requirements with demonstrated work.\",\n        \"Exceeds the requirements, including the stated nice-to-haves, with directly comparable prior work.\"\n      ]\n    },\n    {\n      \"key\": \"mentorship_demonstrated\",\n      \"label\": \"Mentorship\",\n      \"type\": \"noul\",\n      \"weight\": 0.5,\n      \"include_in_composite\": true,\n      \"instructions\": \"Does the resume demonstrate mentoring experience?\"\n    },\n    {\n      \"key\": \"llm_experience\",\n      \"label\": \"LLM \/ AI product experience\",\n      \"type\": \"noul\",\n      \"weight\": 0.5,\n      \"include_in_composite\": true,\n      \"instructions\": \"Does the candidate have experience developing LLM products?\",\n      \"criteria\": {\n        \"true\": \"The candidate has built products or features powered by AI or Large Language Models\",\n        \"false\": \"The candidate does not show experience building AI products.\"\n      }\n    },\n    {\n      \"key\": \"open_source_contribution\",\n      \"label\": \"Open source contribution\",\n      \"type\": \"noul\",\n      \"weight\": 0.5,\n      \"include_in_composite\": true,\n      \"instructions\": \"Does the candidate have open source experience?\"\n    },\n    {\n      \"key\": \"career_progression\",\n      \"label\": \"Career progression\",\n      \"type\": \"choice\",\n      \"weight\": 0,\n      \"include_in_composite\": false,\n      \"instructions\": \"What type of career progression is shown?\",\n      \"criteria\": {\n        \"steady_growth\": \"Clear progression with increasing seniority\",\n        \"lateral_moves\": \"Similar roles at different companies\",\n        \"job_hopping\": \"Frequent changes with short tenure\",\n        \"unclear\": \"Progression pattern is unclear\"\n      }\n    },\n    {\n      \"key\": \"primary_talent_profile\",\n      \"label\": \"Primary talent profile\",\n      \"type\": \"choice\",\n      \"weight\": 0,\n      \"include_in_composite\": false,\n      \"instructions\": \"Pick the best match for the candidate's talent profile. Judge from their experience holistically, not from job titles or a skills list alone. Weight the most recent roles heaviest.\",\n      \"criteria\": {\n        \"frontend_engineer\": \"Builds user-facing interfaces: React, Vue, or Angular work, design systems, browser performance, accessibility. Consumes APIs but does not own them.\",\n        \"backend_engineer\": \"Builds server-side services, APIs, and data models. Owns business logic, databases, queues, and service performance. Little or no UI work.\",\n        \"full_stack_engineer\": \"Ships both UI and services on the same projects with neither side dominant. Not a backend engineer who occasionally edited a template.\",\n        \"mobile_engineer\": \"Builds iOS, Android, or cross-platform apps (Swift, Kotlin, React Native, Flutter): app store releases, device performance, native SDKs.\",\n        \"devops_infrastructure\": \"Owns how code runs and ships: CI\/CD, Kubernetes, Terraform, cloud infrastructure, monitoring, reliability and on-call. Covers DevOps, SRE, and platform engineering.\",\n        \"data_engineer\": \"Builds pipelines and data platforms: ETL, warehouses, Spark, Airflow, dbt, streaming. Serves analysts and models rather than end users.\",\n        \"ml_ai_engineer\": \"Trains, fine-tunes, evaluates, or serves models. Includes applied ML, LLM, and research engineering.\",\n        \"security_engineer\": \"Application, cloud, or product security: threat modeling, penetration testing, detection engineering, identity, vulnerability remediation.\",\n        \"embedded_systems\": \"Low-level work: firmware, drivers, kernels, compilers, robotics, or hardware-constrained C, C++, and Rust.\",\n        \"other\": \"Real engineering that fits none of the above, such as QA automation, game development, or forward-deployed and solutions engineering.\"\n      }\n    }\n  ],\n  \"system_questions\": {\n    \"_comment\": \"Always sent in the same Jev call as the job criteria. Never editable by HR, never stored in job_criteria, never shown as facets, never in the composite directly. is_resume is a guard; the two earliest_role_start questions feed the years_of_experience derived criterion.\",\n    \"is_resume\": {\n      \"type\": \"noul\",\n      \"instructions\": \"This document is a resume or CV for a job candidate.\",\n      \"_guard\": \"If noul < 0.5, set application status to 'failed' with message 'This file does not look like a resume.' Do not score.\"\n    },\n    \"earliest_role_start_year\": {\n      \"type\": \"choice\",\n      \"instructions\": \"In the candidate's work experience, which of these years is when their first full-time professional role began? Pick from the listed years only. Ignore education dates and certification dates. Pick 'none' if the resume does not state when their first role began.\",\n      \"criteria_source\": \"years_found_in_resume\",\n      \"_build\": \"At request time, regex every 4-digit year (19xx or 20xx) out of resume_text, dedupe, sort ascending, and use each as an option with null description. Append the fixed option below. If fewer than 1 year is found, skip both earliest_role_start questions and mark years_of_experience as not computable.\",\n      \"fixed_options\": {\n        \"none\": \"The resume does not state when the first professional role began.\"\n      }\n    },\n    \"earliest_role_start_month\": {\n      \"type\": \"choice\",\n      \"instructions\": \"In the candidate's work experience, which month did their first full-time professional role begin? Pick 'none' if only the year is stated or the start is not stated.\",\n      \"criteria\": {\n        \"january\": null,\n        \"february\": null,\n        \"march\": null,\n        \"april\": null,\n        \"may\": null,\n        \"june\": null,\n        \"july\": null,\n        \"august\": null,\n        \"september\": null,\n        \"october\": null,\n        \"november\": null,\n        \"december\": null,\n        \"none\": \"Only the year is stated, or the start date is not stated.\"\n      }\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u062a\u06cc\u0646 \u0641\u0627\u0626\u0644\u06cc\u06ba\u060c <code>CLAUDE.md<\/code>\u060c <code>screening-criteria.default.json<\/code>\u0627\u0648\u0631 <code>PROMPTS.md<\/code>\u06cc\u06c1 \u0645\u062e\u0632\u0646 \u0645\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u062e\u0648\u062f \u067e\u0631\u0627\u0645\u067e\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0634\u0631\u0627\u0626\u0637:<\/strong> TypeSafe \u06a9\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0645\u06c1\u0627\u0631\u062a \u06a9\u0648 \u0639\u0627\u0644\u0645\u06cc \u0633\u0637\u062d \u067e\u0631 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u06cc\u06c1 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u0648 \u0627\u0646\u06c1\u06cc \u0628\u0646\u06cc\u0627\u062f\u06cc \u0639\u0646\u0627\u0635\u0631 \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u062c\u0646 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06c1\u0645 \u0646\u06d2 \u067e\u06c1\u0644\u06d2 \u067e\u0691\u06be\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<pre><code class=\"language-plaintext\">claude plugin marketplace add typesafe-ai\/skills\nclaude plugin install typesafe@typesafe-ai\n<\/code><\/pre>\n<h4 id=\"heading-scaffold\">\u0633\u06c1\u0627\u0631\u0648\u06ba<\/h4>\n<p>\u067e\u06c1\u0644\u0627 \u06a9\u0627\u0645 \u06a9\u0686\u06be \u0628\u06be\u06cc \u0646\u06c1\u06cc\u06ba \u0628\u0646\u0627\u062a\u0627 \u062c\u0633\u06d2 \u0635\u0627\u0631\u0641 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u06cc\u06ba \u062c\u0648 \u0627\u0633 \u0688\u06be\u0627\u0646\u0686\u06d2 \u06a9\u0648 \u0645\u062a\u0639\u06cc\u0646 \u06a9\u0631\u06d2 \u062c\u0633 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0628\u0627\u0642\u06cc \u0633\u0628 \u06a9\u0686\u06be \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2 \u0627\u0648\u0631 \u0622\u067e \u06a9\u06cc \u0628\u0627\u0642\u06cc \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0648 \u0627\u0646\u0639\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0646\u0648\u0627\u0626\u0631\u0646\u0645\u0646\u0679 \u0645\u062a\u063a\u06cc\u0631\u0627\u062a \u06a9\u06cc \u062a\u0648\u062b\u06cc\u0642 \u0632\u0648\u0688 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0634\u0631\u0648\u0639 \u06c1\u0648\u0646\u06d2 \u067e\u0631 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0644\u0627\u0626\u0646\u0679 \u0627\u0648\u0631 \u0633\u0631\u0648\u0631 \u0627\u0633\u06a9\u06cc\u0645\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0642\u0633\u06cc\u0645 \u06c1\u0648\u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u06a9\u0644\u0627\u0626\u0646\u0679 \u06a9\u06d2 \u0627\u062c\u0632\u0627\u0621 \u0645\u06cc\u06ba \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u0635\u0631\u0641 \u0631\u0627\u0632 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u0627 \u0631\u0646 \u0679\u0627\u0626\u0645 \u067e\u0631 \u0644\u06cc\u06a9 \u06c1\u0648\u0646\u06d2 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u062a\u0639\u0645\u06cc\u0631\u0627\u062a\u06cc \u0648\u0642\u062a \u067e\u0631 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n<p>\u06cc\u06c1 \u062a\u0642\u0633\u06cc\u0645 \u0622\u067e \u06a9\u06cc \u0645\u062c\u0645\u0648\u0639\u06cc \u062d\u0641\u0627\u0638\u062a\u06cc \u06a9\u0631\u0646\u0633\u06cc \u06a9\u0627 \u0627\u06cc\u06a9 \u0686\u06be\u0648\u0679\u0627 \u0648\u0631\u0698\u0646 \u06c1\u06d2\u06d4 Supabase \u0633\u0631\u0648\u0633 \u0631\u0648\u0644 \u06a9\u06cc\u0632 \u0627\u0648\u0631 TypeSafe API \u06a9\u06cc\u0632 \u06a9\u0648 \u0635\u0631\u0641 \u0633\u0631\u0648\u0631 \u06a9\u0648\u0688 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u067e\u0691\u06be\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0679\u0627\u0626\u067e \u0633\u0633\u0679\u0645 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0646\u0627\u0641\u0630 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md.\n\nScaffold the project only. No features, no business logic.\n\n- create-next-app: TypeScript, App Router, Tailwind, src\/ directory, ESLint.\n- shadcn\/ui init. Install only these components: button, input, label, card, table,\n  badge, dialog, select, form, sonner, skeleton, progress, tabs, textarea.\n- supabase init (CLI). Confirm `supabase start` comes up clean. Create supabase\/migrations\/\n  now, even though it is empty \u2014 the schema ships as migrations from the first commit, never\n  as SQL run by hand against a dashboard.\n- Create the feature folder structure from CLAUDE.md with .gitkeep files:\n  src\/features\/{auth,jobs,applications,screening}\/{components,hooks,lib,server,types}\n- src\/lib\/env.ts \u2014 Zod-validated env, split into a client schema and a server schema so\n  that importing a server var into a client component fails at build time. Vars:\n    NEXT_PUBLIC_SUPABASE_URL, NEXT_PUBLIC_SUPABASE_ANON_KEY   (client)\n    SUPABASE_SERVICE_ROLE_KEY, TYPESAFE_API_KEY, TYPESAFE_MODEL, AI_GATEWAY_API_KEY  (server)\n  TYPESAFE_MODEL defaults to \"jev-latest\" when unset.\n- src\/lib\/supabase\/{client,server,middleware}.ts using @supabase\/ssr.\n- .env.example committed, .env* gitignored.\n- .github\/workflows\/ci.yml \u2014 lint, typecheck, build on every PR, Node 24.21.0. Add a second\n  job that proves the database too: start local Supabase, `supabase db reset` so every\n  migration applies from scratch in order, then run supabase\/VERIFY.sql. A migration that\n  only works against your laptop's already-migrated database is not a migration.\n- The database needs a deployment path, not just the app. Whatever ships code to a host must\n  apply migrations FIRST and must not deploy if they fail \u2014 otherwise a release puts code\n  live against a schema that does not have its tables yet, and the failure surfaces as\n  production 500s rather than as a red build. Say in the README which job owns that, even\n  if the deploy workflow itself comes later.\n- package.json scripts: dev, build, lint, typecheck, db:start, db:reset, db:types.\n\nDone when `npm run lint`, `npm run typecheck`, `npm run build` all pass and\n`supabase start` is clean. Show me the resulting file tree.\n<\/code><\/pre>\n<p>\u0627\u06cc\u06a9 \u0627\u0648\u0631 \u0642\u0627\u0628\u0644 \u0630\u06a9\u0631 \u0686\u06cc\u0632 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0641\u0648\u0644\u0688\u0631 \u0644\u06d2 \u0622\u0624\u0679 \u06c1\u06d2\u06d4 <code>src\/app\/<\/code> \u0627\u0633 \u0645\u06cc\u06ba \u0635\u0631\u0641 \u0631\u0627\u0633\u062a\u06c1 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0686\u06be \u0646\u06c1\u06cc\u06ba\u06d4 \u06c1\u0631 \u0641\u0646\u06a9\u0634\u0646 \u0627\u067e\u0646\u06d2 \u0627\u062c\u0632\u0627\u0621\u060c \u06c1\u06a9\u0633\u060c \u0633\u0631\u0648\u0631 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632\u060c \u0627\u0648\u0631 \u0627\u0642\u0633\u0627\u0645 \u06a9\u0627 \u0645\u0627\u0644\u06a9 \u06c1\u06d2\u06d4 <code>src\/features\/<name>\/<\/name><\/code>. \u0627\u06af\u0631 \u0679\u0627\u0633\u06a9 6 \u0645\u06cc\u06ba \u0679\u0631\u0627\u0626\u06cc\u062c \u0644\u0627\u062c\u06a9 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0633\u06d2 \u0627\u06cc\u06a9 \u0688\u0627\u0626\u0631\u06a9\u0679\u0631\u06cc \u0645\u06cc\u06ba \u0628\u06be\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n<p><strong>\u0646\u0648\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0686\u06cc\u0632\u06cc\u06ba:<\/strong> <code>supabase start<\/code>    \u0688\u0648\u06a9\u0631 \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u06c1\u0645\u06cc\u0634\u06c1 \u06cc\u06c1\u06cc \u0648\u062c\u06c1 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-schema-and-row-level-security\">\u0627\u0633\u06a9\u06cc\u0645\u0627 \u0627\u0648\u0631 \u0642\u0637\u0627\u0631 \u06a9\u06cc \u0633\u0637\u062d \u06a9\u06cc \u0633\u06cc\u06a9\u06cc\u0648\u0631\u0679\u06cc<\/h4>\n<p>\u06cc\u06c1 \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \"\u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0688\u06be\u0627\u0646\u0686\u06c1\" \u06a9\u0627 \u0688\u06cc\u0679\u0627 \u0645\u0627\u0688\u0644 SQL \u0628\u0646 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u067e \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u062f\u0648 \u0628\u0627\u062a\u06cc\u06ba \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u06c1 \u06c1\u06cc\u06ba:<\/p>\n<p>\u0633\u0628 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u0633\u06a9\u06cc\u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u06c1\u0648\u0646\u0627 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2. <code>screening-criteria.default.json<\/code> \u0628\u0627\u0644\u06a9\u0644 \u0628\u06be\u06cc \u0634\u0627\u0645\u0644 \u06c1\u06d2\u06d4 <code>derived<\/code> \u06cc\u06c1 \u0628\u06cc\u0633 \u0644\u0627\u0626\u0646 \u06a9\u06cc \u0642\u0633\u0645 \u06c1\u06d2 \u062c\u06cc\u0648 \u06a9\u0628\u06be\u06cc \u0646\u06c1\u06cc\u06ba \u062f\u06cc\u06a9\u06be\u06d2 \u06af\u0627\u06d4 \u0627\u0633 \u06c1\u062c\u0631\u062a \u06a9\u0648 \u0644\u06a9\u06be\u0646\u06d2 \u06a9\u0627 \u0646\u0645\u0648\u0646\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0644\u0627\u0644\u0686 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0631 \u06a9\u0633\u0648\u0679\u06cc \u06a9\u0648 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0633\u0648\u0627\u0644 \u06a9\u06cc \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u067e\u0631\u0627\u0645\u067e\u0679 \u062f\u0648 \u0628\u0627\u0631 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u06c1 <code>type<\/code> \u06a9\u0627\u0644\u0645 \u06a9\u06cc 4 \u0642\u062f\u0631\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 <code>criteria<\/code> \u06af\u0631\u0645\u06cc \u06c1\u06d2\u06d4 <code>jsonb<\/code> \u0627\u0633 \u06a9\u06cc \u0648\u062c\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0646 \u06a9\u06cc \u0638\u0627\u06c1\u0631\u06cc \u0634\u06a9\u0644 \u0642\u0633\u0645 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u0645\u062e\u062a\u0644\u0641 \u06c1\u0648\u062a\u06cc \u06c1\u06d2: \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0637\u062d \u06a9\u06d2 \u062a\u0627\u0631\u0648\u06ba \u06a9\u06cc \u0627\u06cc\u06a9 \u0635\u0641\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0646\u0642\u0634\u06c1\u060c \u0627\u0648\u0631 \u0627\u062e\u0630 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0639\u062f\u062f\u06cc \u062d\u062f\u0648\u06ba \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a\u06d4<\/p>\n<p>\u062f\u0648\u0633\u0631\u0627\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0622\u067e \u0633\u06d2 \u067e\u0648\u0686\u06be\u062a\u0627 \u06c1\u06d2: <code>VERIFY.sql<\/code> \u06a9\u06c1 <em>\u062b\u0627\u0628\u062a \u06a9\u0631\u06cc\u06ba<\/em> \u0645\u06cc\u06ba \u0633\u06cc\u06a9\u0648\u0631\u0679\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u0626\u06d2 \u0628\u062d\u062b \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u0648\u06ba\u060c \u0645\u06cc\u06ba \u0633\u06cc\u06a9\u0648\u0631\u0679\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u0626\u06d2 \u0628\u062d\u062b \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u0648\u06ba\u06d4 \u062a\u0645\u0627\u0645 \u0679\u06cc\u0628\u0644\u0632 \u067e\u0631 RLS \u0622\u0646 \u06c1\u06d2\u06d4 \u06af\u0645\u0646\u0627\u0645 \u06a9\u0631\u062f\u0627\u0631 \u06a9\u0648 \u06a9\u0686\u06be \u062f\u06cc\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0626\u06cc \u067e\u0627\u0644\u06cc\u0633\u06cc \u0646\u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u06a9\u06cc \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u06cc \u0628\u0627\u0644\u0679\u06cc \u0646\u062c\u06cc \u06c1\u06d2\u06d4 \u0648\u06c1 \u0641\u0627\u0626\u0644 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0679\u0627\u0633\u06a9 9 \u0645\u06cc\u06ba \u0686\u0644\u0627\u0626\u06cc \u062c\u0627\u0626\u06d2 \u06af\u06cc\u060c \u0627\u0648\u0631 \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc \u067e\u0648\u0686\u06be\u06d2 \u06a9\u06c1 \u06a9\u06cc\u0627 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u0627 \u0688\u06cc\u0679\u0627 \u0622\u067e \u06a9\u06cc \u0627\u06cc\u067e \u0645\u06cc\u06ba \u0688\u0627\u0644\u0646\u0627 \u0645\u062d\u0641\u0648\u0638 \u06c1\u06d2\u060c \u062a\u0648 \u0648\u06c1 \u0622\u067e \u06a9\u0648 \u0633\u06cc\u062f\u06be\u06d2 \u0627\u0633 \u0641\u0627\u0626\u0644 \u06a9\u06cc \u0637\u0631\u0641 \u0627\u0634\u0627\u0631\u06c1 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md. Read screening-criteria.default.json in the repo root \u2014 that is the\nreal question set this app runs, and the schema must fit it exactly, including the\n'derived' criterion type and the system_questions block.\n\nWrite ordered SQL files under supabase\/migrations\/.\n\nprofiles\n  id uuid PK references auth.users(id) on delete cascade\n  full_name text\n  created_at timestamptz default now()\n\njobs\n  id uuid PK default gen_random_uuid()\n  title text not null\n  description text not null            -- pasted JD; goes into Jev state\n  status text not null default 'open' check (status in ('open','closed'))\n  created_by uuid references profiles(id)\n  created_at timestamptz default now()\n\njob_criteria                           -- the question set for this job\n  id uuid PK\n  job_id uuid references jobs(id) on delete cascade\n  key text not null                    -- slug-safe, unique per job\n  label text not null\n  type text not null check (type in ('score','noul','choice','derived'))\n  instructions jsonb not null          -- string or object for Jev types;\n                                       -- { \"source\": \"<system question=\"\" group=\"\">\" } for derived\n  criteria jsonb                       -- score: array of 2-10 level strings\n                                       -- choice: object of option -> description|null\n                                       -- noul: optional {true, false} object, else null\n                                       -- derived: array of ascending numeric thresholds\n  weight numeric not null default 1 check (weight >= 0)\n  include_in_composite boolean not null default true\n  sort_order int not null\n  unique (job_id, key)\n\napplications\n  id uuid PK\n  job_id uuid references jobs(id) on delete cascade\n  candidate_name text\n  candidate_email text\n  candidate_phone text\n  resume_path text not null            -- Storage object path\n  resume_text text                     -- cached for re-screening without re-parse\n  page_count int\n  status text not null default 'uploaded' check (status in\n    ('uploaded','parsing','parsed','screening','screened','failed','shortlisted','rejected'))\n  error_message text\n  created_by uuid references profiles(id)\n  created_at timestamptz default now()\n\nscreenings                             -- one row per run; append-only history\n  id uuid PK\n  application_id uuid references applications(id) on delete cascade\n  model text not null                  -- versioned id from the response, e.g. 'jev-1.13.0'\n  composite_score numeric              -- 0..100, computed in our code\n  min_confidence numeric               -- lowest confidence across score+choice+derived answers\n  needs_review boolean not null default false\n  raw_response jsonb not null          -- full Jev response, for audit\n  system_answers jsonb not null        -- the is_resume \/ earliest_role_start answers\n  input_tokens int\n  output_tokens int\n  latency_ms int\n  created_at timestamptz default now()\n\nscreening_answers                      -- flattened per-criterion result\n  id uuid PK\n  screening_id uuid references screenings(id) on delete cascade\n  criterion_key text not null\n  label text not null\n  type text not null check (type in ('score','noul','choice','derived'))\n  raw_score numeric                    -- score: Jev's score value\n  max_score numeric                    -- score: levels.length - 1\n  noul numeric                         -- noul: 0..1\n  choice_value text                    -- choice: chosen option key\n  probabilities jsonb                  -- score AND choice: the distribution map\n  derived_value numeric                -- derived: the computed value (e.g. years)\n  derived_level int                    -- derived: index of the threshold met\n  normalized numeric                   -- null for choice\n  weight numeric\n  included_in_composite boolean not null\n  confidence numeric                   -- null for noul (Jev returns none)\n  band text check (band in ('strength','neutral','gap'))  -- null for choice\n\nAlso:\n- Trigger on auth.users insert -> insert profiles row.\n- Private storage bucket `resumes`.\n- RLS enabled on all six tables AND storage.objects, policies per CLAUDE.md.\n- CHECK or trigger enforcing: type=\"choice\" implies include_in_composite = false.\n- CHECK enforcing: type=\"score\" implies jsonb_array_length(criteria) between 2 and 10.\n- Indexes: applications(job_id, status), screenings(application_id, created_at desc),\n  screening_answers(screening_id), job_criteria(job_id, sort_order).\n- A view or index supporting \"latest screening per application\" \u2014 the applications table\n  sorts by composite score and that query must not be a per-row subquery scan.\n\nsupabase\/seed.sql:\n- One HR user's profile placeholder, one job (\"Senior Product Engineer\") with a realistic\n  JD, and its criteria cloned from screening-criteria.default.json `criteria` array in\n  order. system_questions are NOT seeded into job_criteria \u2014 they live in code.\n\nsupabase\/VERIFY.sql:\n- Assert every table has rowsecurity = true.\n- Assert no policy grants anything to the anon role.\n- Assert the resumes bucket is not public.\nRun it and show me the output.\n\nFinally run `supabase gen types typescript --local` into src\/lib\/database.types.ts.\n\nDone when `supabase db reset` applies cleanly and VERIFY.sql passes.\n<\/system><\/code><\/pre>\n<p>\u06a9\u06c1 <code>screenings<\/code> \u0645\u06cc\u0632\u06cc\u06ba \u062d\u0633\u0628 \u0645\u0639\u0645\u0648\u0644 \u0635\u0631\u0641 \u0627\u06cc\u0688 \u0622\u0646 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u067e \u0645\u06cc\u06ba \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0686\u06cc\u0632 \u0679\u06cc\u0628\u0644 \u0633\u06d2 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0642\u0637\u0627\u0631 \u06a9\u0648 \u062d\u0630\u0641 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u062c\u0628 \u0622\u067e \u062f\u0648\u0628\u0627\u0631\u06c1 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0642\u0637\u0627\u0631 \u0634\u0627\u0645\u0644 \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0622\u0688\u0679 \u0679\u0631\u06cc\u0644 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u067e\u0631 \u0622\u067e \u06a9\u0648 \u06a9\u0648\u0626\u06cc \u062e\u0631\u0686 \u0646\u06c1\u06cc\u06ba \u0622\u062a\u0627\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0627\u0646\u0688\u06cc\u06a9\u0633 \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u06c1\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2. \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0679\u06cc\u0628\u0644 \u06a9\u0648 \u062c\u0627\u0645\u0639 \u0633\u06a9\u0648\u0631 \u06a9\u06d2 \u062d\u0633\u0627\u0628 \u0633\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \"\u0627\u06cc\u067e\u0644\u06cc \u06a9\u06cc\u0634\u0646 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u062a\u0627\u0632\u06c1 \u062a\u0631\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af\" \u0627\u06cc\u06a9 \u06a9\u0644\u0627\u0633\u06a9 \u0633\u0648\u0627\u0644 \u06c1\u06d2 \u062c\u0648 \u0642\u0637\u0627\u0631 \u062f\u0631 \u0642\u0637\u0627\u0631 \u0630\u06cc\u0644\u06cc \u0633\u0648\u0627\u0644 \u0645\u06cc\u06ba \u0628\u062f\u0644 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u06af\u0631 \u0622\u067e \u0645\u062d\u062a\u0627\u0637 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u067e\u0631\u0627\u0645\u067e\u0679 \u0648\u06cc\u0648 \u06cc\u0627 \u0627\u0646\u0688\u06cc\u06a9\u0633 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0634\u0645\u0648\u0644\u06cc\u062a \u06a9\u0648 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0646\u0648\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0686\u06cc\u0632\u06cc\u06ba:<\/strong> \u067e\u0627\u0628\u0646\u062f\u06cc\u0627\u06ba \u06c1\u06cc\u06ba\u06d4 <code>type=\"choice\"<\/code> \u0637\u0627\u0642\u062a <code>include_in_composite = false<\/code>. \u0627\u06af\u0631 \u063a\u0627\u0626\u0628 \u06c1\u0648 \u062a\u0648\u060c \u0686\u0648\u0627\u0626\u0633 \u0627\u06cc\u06a9 \u0628\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u0646\u0645\u0628\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0645\u067e\u0648\u0632\u0679 \u0645\u06cc\u06ba \u0644\u06cc\u06a9 \u06c1\u0648 \u0633\u06a9\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0646\u06cc\u0686\u06d2 \u06a9\u06cc \u0637\u0631\u0641 \u06a9\u0686\u06be \u0646\u06c1\u06cc\u06ba \u0645\u0639\u0644\u0648\u0645 \u06c1\u0648\u06af\u0627\u06d4<\/p>\n<h4 id=\"heading-authentication\">\u062b\u0628\u0648\u062a<\/h4>\n<p>\u06cc\u06c1 \u0633\u0628 \u0633\u06d2 \u0645\u062e\u062a\u0635\u0631 \u06a9\u0627\u0645 \u06c1\u06d2 \u0627\u0648\u0631 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0635\u0631\u06cc\u062d \u0645\u0645\u0627\u0646\u0639\u062a\u0648\u06ba \u0648\u0627\u0644\u0627\u06d4 \u067e\u0631\u0627\u0645\u067e\u0679 \u0686\u0627\u0631 \u0686\u06cc\u0632\u0648\u06ba \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0622\u067e \u06a9\u0648 \u0646\u06c1\u06cc\u06ba \u0628\u0646\u0627\u0646\u0627 \u0686\u0627\u06c1\u0626\u06d2\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2: \u0627\u06af\u0631 \u0622\u067e \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0628\u0646\u0627 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0631\u06a9 \u062c\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md.\n\nSign-in only. No signup route, no signup UI, no self-service password reset, no invite\nflow. If you find yourself building any of those, stop.\n\n- src\/features\/auth\/ \u2014 sign-in form (email + password), server action, Zod validated.\n- \/sign-in route under an (auth) route group.\n- proxy.ts \u2014 refresh the session, redirect unauthenticated users to \/sign-in,\n  redirect authenticated users away from \/sign-in.\n- (app) layout \u2014 server-side session check. Do NOT rely on middleware alone.\n- Sign-out action.\n- App shell: header with the signed-in user's full_name from profiles, sign-out button.\n\nAdd a README section: how an admin creates a user in the Supabase dashboard, and how the\nprofiles row gets created by the trigger.\n\nDone when: I create a user in local Supabase Studio, sign in, reach a protected route,\nsign out, and get bounced back. Confirm by grep that no signup path exists anywhere.\n\n## Local seed user\n\n`supabase\/seed.sql` creates exactly one account, and nothing else:\n\n    admin@admin.com \/ admin123\n\nLocal only. The seed is guarded on the JWT secret the Supabase CLI hard-codes for\nlocal stacks, so `supabase db reset --linked` will not create this account against a\ndeployed project \u2014 it skips with a notice. Its `profiles` row comes from the\n`on_auth_user_created` trigger, not from the seed file, which means every\n`supabase db reset` re-proves the trigger works.\n\nNo jobs, criteria or applications are seeded. Those are created through the app.\n<\/code><\/pre>\n<p>\u06cc\u06c1\u0627\u06ba \u06a9\u0686\u06be \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06d2 \u0627\u0635\u0648\u0644 \u06c1\u06cc\u06ba \u062c\u0646\u06c1\u06cc\u06ba \u0686\u06be\u0648\u0691\u0646\u0627 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u06d4 \u062a\u06cc\u0646 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u0679\u0648\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0633\u0627\u0626\u0646 \u0627\u067e \u0635\u0641\u062d\u06c1\u060c \u062f\u0639\u0648\u062a \u0646\u0627\u0645\u06c1\u060c \u0627\u0648\u0631 \u067e\u0627\u0633 \u0648\u0631\u0688 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u06d2 \u06a9\u0627 \u0641\u0627\u0631\u0645 \u0627\u0646 \u06a9\u06d2 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0641\u0648\u0627\u0626\u062f \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u06c1\u0631 \u062d\u0645\u0644\u06d2 \u06a9\u06cc \u0633\u0637\u062d\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0645\u0646\u062a\u0638\u0645\u06cc\u0646 \u0633\u0648\u067e\u0627 \u0628\u06cc\u0633 \u0688\u06cc\u0634 \u0628\u0648\u0631\u0688 \u0645\u06cc\u06ba \u0635\u0627\u0631\u0641\u06cc\u0646 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u06c1 <code>profiles<\/code> \u0642\u0637\u0627\u0631\u06cc\u06ba \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u06d2 \u0645\u062d\u0631\u06a9\u0627\u062a \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0645\u06a9\u0645\u0644<\/p>\n<p>\u062f\u0648 \u0628\u0627\u0631 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u0627\u06cc\u06a9 \u0627\u0648\u0631 \u0633\u0637\u0631: \u0645\u0688\u0644 \u0648\u06cc\u0626\u0631 \u0633\u06d2 \u0627\u067e\u0646\u06d2 \u0631\u0627\u0633\u062a\u0648\u06ba \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u06a9\u0631\u06cc\u06ba\u06d4 <em>\u0627\u0648\u0631<\/em> \u0644\u06d2 \u0622\u0624\u0679 \u06a9\u06cc \u0633\u0631\u0648\u0631 \u0633\u0627\u0626\u06cc\u0688 \u062a\u0635\u062f\u06cc\u0642\u06d4 \u0645\u0688\u0644 \u0648\u06cc\u0626\u0631 \u06a9\u0646\u0627\u0631\u06d2 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u06cc\u0634\u0688 \u0631\u0648\u0679\u0633 \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06a9\u0646\u0627\u0631\u06d2 \u06a9\u06d2 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0645\u06cc\u06ba \u0627\u0633\u06d2 \u0646\u0638\u0631\u0627\u0646\u062f\u0627\u0632 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0644\u06d2 \u0622\u0624\u0679 \u0686\u06cc\u06a9 \u06c1\u0631 \u0631\u06cc\u0646\u0688\u0631 \u067e\u0631 \u0633\u0631\u0648\u0631 \u067e\u0631 \u0686\u0644\u0627\u0626\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0628\u06cc\u0644\u0679\u060c \u0645\u0646\u062d\u0646\u06cc \u062e\u0637\u0648\u0637 \u0648\u062d\u062f\u0627\u0646\u06cc \u0627\u0648\u0631 \u0642\u06cc\u0645\u062a \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0627\u0644 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0646\u0648\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0686\u06cc\u0632\u06cc\u06ba:<\/strong> \"done when\" \u0634\u0642 \u06a9\u0648 \u06cc\u06c1 \u062b\u0627\u0628\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 grep \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u062c\u0648\u0627\u0626\u0646 \u067e\u0627\u062a\u06be \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u062e\u0648\u062f \u06c1\u06cc \u0622\u0632\u0645\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<h4 id=\"heading-jobs-and-the-criteria-editor\">\u0646\u0648\u06a9\u0631\u06cc\u0627\u06ba \u0627\u0648\u0631 \u0645\u0639\u06cc\u0627\u0631 \u0627\u06cc\u0688\u06cc\u0679\u0631<\/h4>\n<p>\u06cc\u06c1 \u0648\u06c1 \u0633\u06a9\u0631\u06cc\u0646 \u06c1\u06d2 \u062c\u0633 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba HR \u0645\u0635\u0646\u0641 \u062c\u06cc\u0648 \u067e\u0648\u0686\u06be \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u06cc\u0639\u0646\u06cc\u060c \u0648\u06c1 \u0633\u06a9\u0631\u06cc\u0646 \u062c\u0648 \u06cc\u06c1 \u0637\u06d2 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u067e\u0648\u0631\u0627 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u063a\u06cc\u0631 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>Prompt \u0627\u0633\u06d2 \u0622\u067e \u06a9\u06cc \u0627\u06cc\u067e \u0645\u06cc\u06ba \u0633\u0628 \u0633\u06d2 \u0627\u06c1\u0645 UI \u06a9\u06c1\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u06cc\u0648 \u062c\u0648 \u06a9\u0686\u06be \u0628\u06be\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0633 \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u0627\u0633 \u0627\u06cc\u0688\u06cc\u0679\u0631 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0645\u0628\u06c1\u0645 \u0633\u0637\u062d \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631\u0646\u06af \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0628\u06c1\u0645 \u0627\u0633\u06a9\u0648\u0631 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u0632\u0646 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628\u0627\u062a \u0646\u0627\u062f\u0627\u0646\u0633\u062a\u06c1 \u0637\u0648\u0631 \u067e\u0631 \u062a\u0645\u0627\u0645 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u0648 \u0645\u0633\u062e \u06a9\u0631 \u062f\u06cc\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md and screening-criteria.default.json.\n\nsrc\/features\/jobs\/:\n\n\/jobs\n  - list: title, status, application count, created date\n  - create-job dialog: title + description (the JD). On create, clone every entry in the\n    `criteria` array of screening-criteria.default.json into job_criteria for that job,\n    in array order. Do not clone system_questions.\n\n\/jobs\/[jobId]\n  - job detail: title, status toggle, editable JD\n  - criteria editor \u2014 this is the most important UI in the app, HR is authoring Jev\n    questions here. It must handle all four types:\n      score   \u2192 ordered level list, add\/remove\/reorder, 2-10 levels (API hard limit is 10;\n                enforce it in the editor)\n      noul    \u2192 a single statement, plus optional true\/false descriptions\n      choice  \u2192 key\/description option pairs, 2-10 options\n      derived \u2192 thresholds (ascending numbers, add\/remove), weight, include_in_composite.\n                Source is read-only and displayed. Show one line explaining the value is\n                computed in code from dates Jev identifies in the resume.\n  - per criterion: key (slug-safe, unique per job), label, type, instructions, criteria,\n    weight, include_in_composite, sort order\n  - choice criteria: force include_in_composite off and disable the control, with a\n    one-line explanation that choice answers are facets, not scores\n  - show the live weight distribution as percentages, so HR can see what they are actually\n    weighting before they screen anything\n  - inline guidance: score levels must be descriptive and clearly ordered low\u2192high, with a\n    short good vs bad example. Good: \"Owns features end to end in a live system.\" Bad:\n    \"6 years of experience.\" Explain in one sentence why the bad one is bad (Jev can't do\n    arithmetic; describe behaviour, not quantities).\n\nValidation, enforced in the server action and in the DB where sensible:\n  - a job needs at least one criterion with include_in_composite = true before any resume\n    can be screened\n  - score criteria: 2-10 levels; choice: 2-10 options; derived: 2+ ascending thresholds\n  - keys unique per job, slug-safe\n  - HR cannot create a new derived criterion (only edit the cloned one); the type\n    selector for new criteria offers score \/ noul \/ choice only\n\nAll server actions Zod validated. Leave the applications section of \/jobs\/[jobId] as a\nplaceholder.\n<\/code><\/pre>\n<p>\u0627\u0633 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u062a\u06cc\u0646 \u0641\u06cc\u0635\u0644\u06d2 \u0633\u06cc\u062f\u06be\u06d2 \"\u0648\u0627\u0679 \u062c\u06cc\u0648 \u0646\u06c1\u06cc\u06ba\" \u0633\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06cc\u0688\u06cc\u0679\u0631 \u0686\u0627\u0631 \u0642\u0633\u0645\u06cc\u06ba \u0633\u0646\u0628\u06be\u0627\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0686\u0648\u062a\u06be\u06cc <code>derived<\/code>\u062c\u0627\u0646 \u0628\u0648\u062c\u06be \u06a9\u0631 \u0645\u062d\u062f\u0648\u062f \u06c1\u06d2. HR \u062d\u062f \u0627\u0648\u0631 \u0648\u0632\u0646 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0630\u0631\u0627\u0626\u0639 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06cc\u0627 \u0646\u0626\u06d2 \u0630\u0631\u0627\u0626\u0639 \u062a\u062e\u0644\u06cc\u0642 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u0627\u06d4 \u0627\u062e\u0630 \u06a9\u0631\u062f\u06c1 \u0627\u0642\u062f\u0627\u0631 \u06a9\u0648 \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u0634\u0645\u0627\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc \u0627\u06cc\u0633\u06d2 \u0633\u0648\u0627\u0644 \u06a9\u06cc \u0637\u0631\u0641 \u0627\u0634\u0627\u0631\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u062a\u0648 \u0686\u06cc\u06a9 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0679\u0648\u0679 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u06cc\u06c1 \u06c1\u06cc\u06ba\u06d4 <code>include_in_composite<\/code> \u0632\u0628\u0631\u062f\u0633\u062a\u06cc \u0686\u06be\u0648\u0691 \u062f\u06cc\u06ba\u060c \u06a9\u0646\u0679\u0631\u0648\u0644 \u063a\u06cc\u0631 \u0641\u0639\u0627\u0644 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0644\u0627\u0626\u0646 \u0648\u062c\u06c1\u06d4 \u06cc\u06c1 UI \u0645\u06cc\u06ba \u062f\u06a9\u06be\u0627\u0626\u06d2 \u062c\u0627\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u0633\u06cc\u06a9\u0634\u0646 \u0645\u06cc\u06ba \u0627\u0633\u06a9\u06cc\u0645\u0627 \u06a9\u06cc \u0631\u06a9\u0627\u0648\u0679 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc 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Upload client-side DIRECTLY to Supabase Storage using a signed upload URL issued by a\n   server action. Do NOT route the file through a server action body \u2014 Vercel's serverless\n   payload limit is 4.5MB and this sidesteps it. Path: {job_id}\/{application_id}.pdf\n   PDF only; reject other MIME types client and server side.\n2. Server action downloads from Storage and extracts text with unpdf:\n     import { extractText, getDocumentProxy } from 'unpdf'\n     const pdf = await getDocumentProxy(new Uint8Array(buffer))\n     const { text, totalPages } = await extractText(pdf, { mergePages: true })\n   Set `export const runtime=\"nodejs\"` \u2014 not edge.\n3. Quality gate: if extracted characters per page fall below a threshold, set status\n   'failed' with a message telling HR the PDF looks scanned and to supply a text-based\n   one. Never screen empty or near-empty text.\n4. Extract candidate_name \/ candidate_email \/ candidate_phone from resume_text using\n   Vercel AI SDK generateObject + a Zod schema via AI Gateway. Non-fatal on failure \u2014\n   leave the fields null, HR edits them. Do NOT extract dates or anything else here;\n   this call is for contact fields only.\n5. Persist resume_text and page_count for re-screening without re-parse.\n6. Status transitions uploaded \u2192 parsing \u2192 parsed (or failed), with real UI feedback.\n\nThen, before you call this done:\n\nWrite scripts\/audit-extraction.ts (throwaway, run with npx tsx). Put four fixture PDFs in\nscripts\/fixtures\/: a standard one-column resume, a two-column resume with a sidebar, a\nresume with a skills table, and a scanned\/image-only PDF. Generate realistic synthetic\ncontent for these. For each, print char count, page count, and the first 1500 characters.\n\nReport whether reading order held or interleaved on the two-column and table cases. If it\nscrambles, STOP and tell me before continuing. Do not work around it silently \u2014 a scrambled\nresume still reads as resume-shaped to Jev and will score confidently wrong.\n\nStop before screening.\n<\/code><\/pre>\n<p>\u0627\u067e \u0644\u0648\u0688\u0632 \u0633\u0631\u0648\u0631 \u0679\u0627\u0633\u06a9 \u0628\u0627\u0688\u06cc \u0633\u06d2 \u06af\u0632\u0631\u06d2 \u0628\u063a\u06cc\u0631 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0628\u0631\u0627\u0624\u0632\u0631 \u0633\u06d2 \u0627\u0633\u0679\u0648\u0631\u06cc\u062c \u067e\u0631 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u0631\u0633\u0644 \u06a9\u06cc \u0633\u0631\u0648\u0631 \u0644\u06cc\u0633 \u0641\u0639\u0627\u0644\u06cc\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06d2 \u0628\u0627\u0688\u06cc \u06a9\u0648 4.5 MB \u062a\u06a9 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0686\u06be\u0648\u0679\u06d2 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\u06c1\u06d2\u06d4<\/p>\n<p>\u067e\u0631\u0627\u0645\u067e\u0679 \u06a9\u0627 \u0622\u062e\u0631\u06cc \u062d\u0635\u06c1 \u0627\u06cc\u06a9 \u0622\u0688\u0679 \u06c1\u06d2\u060c \u0641\u06cc\u0686\u0631 \u0646\u06c1\u06cc\u06ba\u06d4 \u0686\u0627\u0631 \u0641\u06a9\u0633\u0688 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641\u060c \u0628\u0634\u0645\u0648\u0644 \u062f\u0648 \u06a9\u0627\u0644\u0645 \u0644\u06d2 \u0622\u0624\u0679 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0679\u06cc\u0628\u0644\u060c \u067e\u06c1\u0644\u06d2 1,500 \u062d\u0631\u0648\u0641 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9\u0633\u0679\u0631\u06cc\u06a9\u0679\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0686\u0644\u0627\u0626\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 PDF.js \u0645\u062a\u0646 \u06a9\u0648 \u0628\u0635\u0631\u06cc \u062a\u0631\u062a\u06cc\u0628 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0645\u0648\u0627\u062f \u06a9\u06d2 \u0633\u0644\u0633\u0644\u06d2 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0645\u06cc\u06ba \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u062f\u0648 \u06a9\u0627\u0644\u0645 \u0648\u0627\u0644\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u0648 \u0627\u0628 \u0628\u06be\u06cc \u0628\u06a9\u0648\u0627\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u062c\u0633\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u06cc \u0634\u06a9\u0644 \u06a9\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u067e\u0691\u06be\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0633\u0627 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062a\u0648\u060c \u06c1\u062f\u0627\u06cc\u0627\u062a \u06cc\u06c1 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0645\u0633\u0626\u0644\u06c1 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0627\u0633\u06d2 \u0631\u0648\u06a9\u06cc\u06ba \u0627\u0648\u0631 \u0631\u067e\u0648\u0631\u0679 \u06a9\u0631\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u0633 \u062a\u0639\u0645\u06cc\u0631 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0645\u0642\u0635\u062f \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0632\u0648\u0631 \u0633\u06d2 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u0646\u06d2 \u06a9\u0648 \u06a9\u06c1\u0627\u06d4<\/p>\n<p><strong>\u0627\u06cc\u06a9 \u0628\u0627\u062a \u0646\u0648\u0679 \u06a9\u0631\u06cc\u06ba:<\/strong> \u0633\u06cc\u0679 <code>export const runtime=\"nodejs\"<\/code> \u06cc\u06c1 \u0646\u06a9\u0627\u0644\u0646\u06d2 \u06a9\u06d2 \u0631\u0627\u0633\u062a\u06d2 \u067e\u0631 \u06c1\u06d2\u06d4 unpdf \u0627\u06cc\u062c \u0631\u0646 \u0679\u0627\u0626\u0645 \u0645\u06cc\u06ba \u06a9\u0627\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-the-screening-engine\">\u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0627\u0646\u062c\u0646<\/h4>\n<p>\u06c1\u06cc\u0646\u0688 \u0628\u06a9 \u0645\u06cc\u06ba \u0627\u0628 \u062a\u06a9 \u06a9\u06cc \u06c1\u0631 \u0686\u06cc\u0632 \u06cc\u06c1\u0627\u06ba \u06cc\u06a9\u062c\u0627 \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 Jev \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc\u06ba \u0628\u0646 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062c\u06c1\u0627\u06ba \u062c\u0648\u0627\u0628\u0627\u062a \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u062c\u06c1\u0627\u06ba \"Jev \u0646\u06c1\u06cc\u06ba\" \u06a9\u06cc \u062a\u0627\u0631\u06cc\u062e \u0631\u06cc\u0627\u0636\u06cc \u06a9\u06d2 \u0645\u0633\u0627\u0626\u0644 \u062f\u0631\u062d\u0642\u06cc\u0642\u062a \u0637\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u062c\u0648\u0627\u0628 \u06a9\u0648 \u0686\u06be\u0648\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06a9\u0648\u0688 \u06a9\u0648 \u0644\u06a9\u06be\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0679\u0627\u0626\u067e \u0633\u06cc\u0641 \u06a9\u0627 API \u062d\u0648\u0627\u0644\u06c1 \u0627\u0648\u0631 JavaScript SDK \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u067e\u0631\u0627\u0645\u067e\u0679 \u06a9\u06be\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u067e\u0646\u06cc \u062e\u0627\u0637\u0631 \u062a\u0648\u062c\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0633 \u06c1\u06cc\u0646\u0688 \u0628\u06a9 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u0645\u0633\u0648\u062f\u06d2 \u0645\u06cc\u06ba \u062c\u0648\u0627\u0628 \u063a\u0644\u0637 \u0644\u06af \u0631\u06c1\u0627 \u062a\u06be\u0627 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0645\u06cc\u06ba \u0646\u06d2 \u0627\u0633\u06d2 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0633\u06d2 \u0644\u06a9\u06be\u0627 \u062a\u06be\u0627\u06d4 <code>probabilities<\/code> \u0627\u06cc\u06a9 \u0646\u0642\u0634\u06c1 \u062c\u0633 \u06a9\u06cc \u0686\u0627\u0628\u06cc\u0627\u06ba \u0635\u0641\u0648\u06ba \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u062a\u0627\u0631\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0645\u062c\u06be\u06d2 \u062d\u0648\u0627\u0644\u06c1 \u062c\u0627\u062a\u06cc \u0645\u0648\u0627\u062f \u062f\u06cc\u06a9\u06be \u06a9\u0631 \u067e\u062a\u06c1 \u0686\u0644\u0627\u06d4 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06be\u06cc \u06cc\u06c1\u06cc \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md and screening-criteria.default.json. Then read\nhttps:\/\/docs.typesafe.ai\/sdk\/javascript.md and https:\/\/docs.typesafe.ai\/api.md and\nconfirm the exact response shape and SDK accessors before writing any code that reads\nanswers. Do not assume.\n\nsrc\/features\/screening\/:\n\nlib\/scoring.ts \u2014 PURE functions, zero I\/O, `today` passed in as a parameter.\n  - normalizeScore(score, levelCount), normalizeNoul(noul), normalizeDerived(level, count)\n  - computeDerived(sourceAnswers, thresholds, today) \u2192 { value, level, confidence } for\n    the years_of_experience case: elapsed years from earliest_role_start_year\/month to\n    today, then the index of the highest threshold met. Confidence is the min of the two\n    source Choice confidences. Returns null when the source year answer is 'none' or the\n    questions were skipped.\n  - composite(rows), band(normalized), minConfidence(rows), noulNeedsReview(noul)\n  This is the auditable core: keep it small and obvious, and document the formula in a\n  header comment. Choice questions are excluded from the composite; noul contributes its\n  raw 0..1 value; score contributes score \/ (levels.length - 1); derived contributes\n  level \/ (thresholds.length - 1).\n\nlib\/years.ts \u2014 pure. Regex every 4-digit year (19xx or 20xx) from resume_text, dedupe,\n  sort ascending, return as string[]. This feeds earliest_role_start_year's options.\n\nlib\/questions.ts \u2014 build the Jev questions object:\n  - one question per job_criteria row of type score \/ noul \/ choice, instructions and\n    criteria passed through verbatim (string stays string, object stays object)\n  - derived rows are skipped (not sent to Jev)\n  - system questions from screening-criteria.default.json: is_resume always;\n    earliest_role_start_year with options = years from lib\/years.ts plus the fixed 'none'\n    option; earliest_role_start_month as defined. If no years were found, omit both\n    earliest_role_start questions.\n\nlib\/budget.ts \u2014 estimate tokens for the state (chars \u00f7 4). Export a constant\n  STATE_TOKEN_BUDGET = 28000.\n\nserver\/screen.ts \u2014 server action:\n  - load application + job + criteria\n  - state: { job_title, job_description, resume_text }\n  - if estimated state tokens > STATE_TOKEN_BUDGET, set status 'failed' with message\n    \"Resume is too long to screen (N pages \/ ~M tokens)\". Do not truncate silently.\n  - ONE systemOne call with every question, model from env TYPESAFE_MODEL\n  - guard: if is_resume.noul < 0.5, set status 'failed' with \"This file does not look\n    like a resume.\" and do not score\n  - compute derived criteria via scoring.computeDerived with today = new Date()\n  - compute composite, bands, min_confidence (over score + choice + derived \u2014 noul has\n    no confidence)\n  - needs_review = true when min_confidence < CONFIDENCE_THRESHOLD (default 0.5, defined\n    in exactly one place) OR any included noul falls within 0.15 of 0.5 OR\n    years_of_experience could not be computed\n  - persist screenings (model from response.model, raw_response, system_answers,\n    input_tokens, output_tokens, latency_ms) + one screening_answers row per criterion\n  - status \u2192 'screened'\n\nRe-screen: reuses stored resume_text, no re-parse, creates a NEW screenings row. Never\noverwrite history.\n\nWrap the Jev call in the SDK's retry policy. Handle RateLimitError and APIConnectionError\nexplicitly and surface the real reason to HR, not a generic toast.\n\nVERIFICATION \u2014 do this and show me the result:\nTake the seeded job's criteria and a resume whose text I will paste into the TypeSafe\nplayground. Run the same text through the app. The per-question Jev answers must match\nthe playground run. If they diverge, the request being built is wrong \u2014 find out why\nbefore moving on. Also print the derived years_of_experience value and the two source\nanswers so I can sanity-check the date logic by hand.\n<\/code><\/pre>\n<p>\u0686\u0627\u0631 \u0627\u06c1\u0645 \u0645\u0627\u0688\u06cc\u0648\u0644\u0632 \u06c1\u06cc\u06ba\u060c \u062c\u0648 \u06a9\u0648\u0688 \u0628\u06cc\u0633 \u06a9\u0627 \u0628\u0646\u06cc\u0627\u062f\u06cc \u062d\u0635\u06c1 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><code>scoring.ts<\/code>    \u06cc\u06c1 \u0627\u06cc\u06a9 \u062e\u0627\u0644\u0635 \u0645\u0627\u0688\u06cc\u0648\u0644 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0646 \u067e\u0679\/\u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0633\u0633\u0679\u0645 \u06a9\u0644\u0627\u06a9 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c '\u0622\u062c' \u06a9\u0648 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u067e\u0627\u0633 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06cc\u06c1 \u0633\u0645\u062c\u06be\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u06a9\u06d2 \u0633\u06a9\u0648\u0631 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u06a9\u06cc\u0633\u06d2 \u0644\u06af\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u0645\u0627\u0688\u06cc\u0648\u0644 \u067e\u0691\u06be\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u060c \u0627\u0648\u0631 \u06cc\u06c1 \u0627\u062a\u0646\u0627 \u0648\u0627\u0636\u062d \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2 \u06a9\u06c1 \u0627\u06cc\u06a9 \u06c1\u06cc \u0646\u0634\u0633\u062a \u0645\u06cc\u06ba \u067e\u0691\u06be\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633\u06a9\u0648\u0631 \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0648 \u0627\u0633\u06a9\u0648\u0631 (\u0633\u0637\u062d - 1) \u0633\u06d2 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u06a9\u06d2 \u0645\u0639\u0645\u0648\u0644 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0646\u0648\u0644 \u062e\u0627\u0645 \u0627\u0645\u06a9\u0627\u0646 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u062e\u0630 \u06a9\u0631\u062f\u06c1 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u062d\u062f \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0646\u06d2 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0645\u0639\u0645\u0648\u0644 \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u062e\u062a\u06cc\u0627\u0631\u0627\u062a \u0634\u0627\u0645\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u062d\u062a\u0645\u06cc \u0633\u06a9\u0648\u0631 \u0627\u06cc\u06a9 \u0648\u0632\u0646\u06cc \u0627\u0648\u0633\u0637 \u06c1\u06d2\u06d4 \u067e\u0648\u0631\u0627 \u0645\u0627\u0688\u06cc\u0648\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 60 \u0644\u0627\u0626\u0646\u0648\u06ba \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06d2\u06d4<\/p>\n<p><code>years.ts<\/code>    \u0631\u06cc\u06af\u0648\u0644\u0631 \u0627\u06cc\u06a9\u0633\u067e\u0631\u06cc\u0634\u0646 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0679\u06cc\u06a9\u0633\u0679 \u0633\u06d2 \u0633\u0627\u0644 \u06a9\u06d2 \u0686\u0627\u0631\u0648\u06ba \u06c1\u0646\u062f\u0633\u06d2 \u0646\u06a9\u0627\u0644\u06cc\u06ba\u06d4 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc_\u0631\u0648\u0644_\u0634\u0631\u0648\u0639_\u0633\u0627\u0644 \u06a9\u06d2 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u06ba \u06cc\u06c1 \u0633\u0627\u0644 \u0627\u06cc\u06a9 \u0622\u067e\u0634\u0646 \u0628\u0646 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 Jev \u0633\u0627\u0644 \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0644\u06af\u0627\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062f\u06a9\u06be\u0627\u0626\u06d2 \u06af\u0626\u06d2 \u0633\u0627\u0644\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u062f\u0648 TypeSafe Cookbook \u067e\u06cc\u0679\u0631\u0646 \u06a9\u0648 \u0645\u0644\u0627 \u06a9\u0631 \"What Jev Isn't\" \u0645\u06cc\u06ba \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062f\u06c1 \u062a\u0627\u0631\u06cc\u062e \u06a9\u06d2 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u0628 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u06cc \u0627\u0642\u062f\u0627\u0631 \u06a9\u0648\u0688 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u067e\u0627\u0631\u0633 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u062c\u06cc\u0648 \u0633\u06d2 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u0646\u06d2 \u06a9\u0648 \u06a9\u06c1\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><code>questions.ts<\/code>    \u0627\u067e\u0646\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0648 \u0645\u0646\u0638\u0645 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u0633\u06a9\u0648\u0631\u060c \u0646\u0648\u0644\u060c \u0627\u0648\u0631 \u0686\u0648\u0627\u0626\u0633 \u06a9\u06cc \u0627\u0642\u0633\u0627\u0645 \u06a9\u06d2 \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba\u06d4 \u0627\u062e\u0630 \u06a9\u0631\u062f\u06c1 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u062e\u0627\u0631\u062c \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0648\u06c1 Jev \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0633\u0633\u0679\u0645 \u06a9\u06d2 \u062a\u06cc\u0646 \u0633\u0648\u0627\u0644\u0627\u062a \u0634\u0627\u0645\u0644 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba\u06d4 \u062f\u0648 \u0627\u062e\u062a\u06cc\u0627\u0631\u0627\u062a \u06c1\u06cc\u06ba: \u062a\u0635\u062f\u06cc\u0642 \u0627\u0648\u0631 \u062a\u0627\u0631\u06cc\u062e \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 \u06a9\u06d2 \u0644\u06cc\u06d2 is_resume\u06d4 \u0627\u06af\u0631 \u0631\u06cc\u06af\u0648\u0644\u0631 \u0627\u06cc\u06a9\u0633\u067e\u0631\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0633\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u0645\u0644\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u062a\u0627\u0631\u06cc\u062e \u06a9\u06d2 \u062f\u0648\u0646\u0648\u06ba \u0633\u0648\u0627\u0644\u0648\u06ba \u06a9\u0648 \u0686\u06be\u0648\u0691 \u062f\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 year_of_experience \u06a9\u0648 \u0634\u0645\u0627\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0648 \u0646\u0638\u0631\u062b\u0627\u0646\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u062c\u06be\u0646\u0688\u0627 \u0644\u06af\u0627 \u06a9\u0631 \u0646\u0634\u0627\u0646 \u0632\u062f \u06a9\u0631 \u062f\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u062a\u0627\u0631\u06cc\u062e\u0648\u06ba \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0627\u062a\u0646\u06d2 \u0646\u0627\u06cc\u0627\u0628 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0627\u0646\u0633\u0627\u0646\u06cc \u062c\u0627\u0646\u0686 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06d4<\/p>\n<p><code>screen.ts<\/code>    \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u0648 \u0633\u0646\u0628\u06be\u0627\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0645 \u06a9\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0679\u0648\u06a9\u0646 \u0628\u062c\u0679 \u0686\u06cc\u06a9 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0637\u0648\u06cc\u0644 \u0633\u06cc \u0648\u06cc 32k \u0627\u0633\u0679\u06cc\u0679 \u06a9\u06cc \u062d\u062f \u0633\u06d2 \u062a\u062c\u0627\u0648\u0632 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0646 \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u063a\u0644\u0637\u06cc \u06a9\u06d2 \u067e\u06cc\u063a\u0627\u0645\u0627\u062a API \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0627\u0631\u0622\u0645\u062f \u06c1\u06cc\u06ba\u06d4 \u0627\u067e\u0646\u06d2 \u062a\u0645\u0627\u0645 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0633\u0633\u0679\u0645 \u0627\u06cc\u06a9 \u06a9\u0627\u0644 \u0628\u06be\u06cc\u062c\u06cc\u06ba\u06d4 \u0627\u06af\u0631 is_resume 0.5 \u0633\u06d2 \u06a9\u0645 \u0642\u06cc\u0645\u062a \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0648 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u0645\u0633\u062a\u0631\u062f \u06a9\u0631 \u062f\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u06cc\u06c1 \u0631\u06cc\u0627\u0633\u062a \u06a9\u0648 \u067e\u0631\u0648\u0633\u06cc\u0633\u060c \u0627\u0633\u0679\u0648\u0631 \u0627\u0648\u0631 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0686\u0648\u0646\u06a9\u06c1 Jev \u062f\u0648 \u0642\u0633\u0645 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u0648 \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u0646\u0637\u0642 \u062f\u0648 \u062d\u0635\u0648\u06ba \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06d2\u06d4 \u0633\u06a9\u0648\u0631\u060c \u0686\u0648\u0627\u0626\u0633\u060c \u0627\u0648\u0631 \u0627\u062e\u0630 \u06a9\u0631\u062f\u06c1 \u062c\u0648\u0627\u0628\u0627\u062a \u0645\u06cc\u06ba \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06cc \u0641\u06cc\u0644\u0688\u0632 \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u062c\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u0633\u0628 \u0633\u06d2 \u06a9\u0645 \u06a9\u0648 \u0627\u06cc\u06a9 \u062d\u062f \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u0686\u06cc\u06a9 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 Noul \u06a9\u0627 \u06a9\u0648\u0626\u06cc \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627 \u0645\u06cc\u062f\u0627\u0646 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 Noul \u06a9\u0648 \u062c\u06be\u0646\u0688\u0627 \u0644\u06af\u0627\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u06af\u0631 \u0627\u0645\u06a9\u0627\u0646 0.5 \u0645\u06cc\u06ba \u0633\u06d2 0.15 \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u06c1\u0648\u06d4 need_review \u0633\u06cc\u0679 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u062f\u0648\u0646\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0634\u0631\u0637 \u067e\u0648\u0631\u06cc \u06c1\u0648\u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06af\u0644\u0627 \u062a\u0635\u062f\u06cc\u0642\u06cc \u0645\u0631\u062d\u0644\u06c1 \u06c1\u06d2\u06d4 \u0627\u06cc\u067e \u0627\u0648\u0631 TypeSafe \u06a9\u06d2 \u067e\u0644\u06d2 \u06af\u0631\u0627\u0624\u0646\u0688 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0648\u06c1\u06cc \u0631\u06cc\u0632\u06cc\u0648\u0645 \u0679\u06cc\u06a9\u0633\u0679 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u06c1\u0631 \u0633\u0648\u0627\u0644 \u06a9\u0627 \u062c\u0648\u0627\u0628 \u0645\u0644\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4 \u0627\u06af\u0631 \u0646\u06c1\u06cc\u06ba\u060c \u062a\u0648 \u062c\u0633 \u0637\u0631\u062d \u0633\u06d2 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u06af\u0626\u06cc \u062a\u06be\u06cc \u0627\u0633 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u062e\u0631\u0627\u0628\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0622\u067e \u06a9\u0648 \u062c\u0627\u0631\u06cc \u0631\u06a9\u06be\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u063a\u0644\u0637\u06cc \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06a9\u06d2 \u062f\u0631\u0633\u062a \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p><strong>\u06c1\u0648\u0634\u06cc\u0627\u0631 \u0631\u06c1\u0648:<\/strong> \u062f\u0631\u062c \u06a9\u0631\u062f\u06c1 \u0645\u0627\u0688\u0644\u0632 \u06c1\u06cc\u06ba\u06d4 <code>screenings<\/code> \u0642\u0637\u0627\u0631 \u06a9\u0648 \u0631\u062f\u0639\u0645\u0644 \u0633\u06d2 \u0622\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u060c \u0646\u06c1 \u06a9\u06c1 \u0645\u0627\u062d\u0648\u0644\u06cc\u0627\u062a\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0633\u06d2\u06d4 \u0622\u067e \u0646\u06d2 jev-latest \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1\u0627 \u06c1\u0648 \u06af\u0627\u060c \u0644\u06cc\u06a9\u0646 \u062c\u0648\u0627\u0628 \u062f\u0631\u062d\u0642\u06cc\u0642\u062a \u06cc\u06c1 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u06d2 \u06af\u0627 \u06a9\u06c1 \u06a9\u0633 \u0645\u0627\u0688\u0644 \u0646\u06d2 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0627\u06d4<\/p>\n<h4 id=\"heading-the-applications-ui\">\u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 UI<\/h4>\n<p>\u062f\u0648 \u0627\u0633\u06a9\u0631\u06cc\u0646\u06cc\u06ba: \u0645\u06cc\u0632 \u067e\u0631 <code>\/jobs\/[jobId]<\/code> \u062c\u06c1\u0627\u06ba HR \u0686\u06be\u0627\u0646\u0679 \u0627\u0648\u0631 \u0641\u0644\u0679\u0631\u0646\u06af \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u06a9\u0627 \u0635\u0641\u062d\u06c1 \u06c1\u06d2\u06d4 <code>\/applications\/[id]<\/code> \u06cc\u06c1 \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0622\u067e \u0633\u06cc\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0646\u0645\u0628\u0631 \u06a9\u06cc\u0648\u06ba \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md.\n\n\/jobs\/[jobId] \u2014 applications table (TanStack Table, server-side pagination and sorting):\n  columns: candidate, composite score, years of experience (derived), primary talent\n           profile, career progression, status, needs-review badge, created\n  sortable by composite score, years of experience, and created\n  filterable by status, score range, needs-review, talent profile\n  The two choice columns are facets \u2014 render them as labels\/filters, never as numbers.\n\n\/applications\/[id]:\n  - candidate details, editable inline\n  - per-criterion breakdown:\n      score questions   \u2192 bar with score out of max, level label from legend, confidence,\n                          and the probability distribution across levels on hover\/expand\n      noul questions    \u2192 probability, with the 0.5 neighbourhood visually marked\n      derived questions \u2192 computed value (e.g. \"6.4 years\"), the threshold level it hit,\n                          the two source answers it was computed from, and their\n                          confidence. Marked as \"computed in code from dates Jev\n                          identified\", not as a Jev answer.\n      choice questions  \u2192 chosen label + probability distribution, clearly separated from\n                          the scored section and marked as not affecting the score\n  - strengths and gaps: two derived lists from the bands. No prose, no AI summary.\n  - a breakdown showing how the composite was computed \u2014 weight, normalized value, and\n    contribution per criterion. HR must be able to see why a number is what it is.\n  - the model version that produced this screening\n  - PDF viewer via short-lived signed URL\n  - shortlist \/ reject actions\n  - re-screen button\n  - screening history, collapsed, with the ability to view a past run\n\nUI copy rule from CLAUDE.md: a needs-review badge must read as \"low confidence \u2014 needs a\nhuman look\", never as a negative signal about the candidate. Write the copy accordingly.\n<\/code><\/pre>\n<p>\u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u062a\u0641\u0635\u06cc\u0644\u06cc \u0635\u0641\u062d\u06c1 \u067e\u0631 \u0686\u0627\u0631 \u0642\u0633\u0645 \u06a9\u06cc \u0642\u0637\u0627\u0631\u0648\u06ba \u0645\u06cc\u06ba \u0641\u0631\u0642 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba: \u0627\u0633 \u06a9\u06cc \u0648\u062c\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0631 \u062c\u0648\u0627\u0628 \u06a9\u06cc \u0642\u0633\u0645 \u06a9\u0627 \u0627\u0644\u06af \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u062f\u06a9\u06be\u0627\u06cc\u0627 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p>\u0622\u067e \u06a9\u0627 \u0633\u06a9\u0648\u0631 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u062a\u0645\u0627\u0645 \u0633\u0637\u062d\u0648\u06ba \u067e\u0631 \u06a9\u0633 \u0633\u0637\u062d \u067e\u0631 \u067e\u06c1\u0646\u0686\u06d2 \u06c1\u06cc\u06ba\u06d4 Noul \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u062f\u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2\u060c 0.5 \u0645\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06cc\u06c1 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06c1 \u0627\u0633 \u0642\u0633\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u06c1\u0627\u06ba \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u06d2\u06d4 \u0627\u062e\u0630 \u06a9\u0631\u062f\u06c1 \u0644\u0627\u0626\u0646\u06cc\u06ba \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0628\u062a\u0627\u062a\u06cc \u06c1\u06cc\u06ba \u06a9\u06c1 \u0627\u0646 \u06a9\u0627 \u062d\u0633\u0627\u0628 Jev \u06a9\u06cc \u0637\u0631\u0641 \u0633\u06d2 \u0634\u0646\u0627\u062e\u062a \u06a9\u0631\u062f\u06c1 \u062a\u0627\u0631\u06cc\u062e \u0633\u06d2 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0645\u0627\u062e\u0630 \u062c\u0648\u0627\u0628 \u06a9\u06cc \u0646\u0634\u0627\u0646\u062f\u06c1\u06cc \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u062e\u062a\u06cc\u0627\u0631\u0627\u062a \u06a9\u0648 \u0627\u0644\u06af \u0633\u06d2 \u0646\u0634\u0627\u0646 \u0632\u062f \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0648\u06c1 \u0622\u067e \u06a9\u06d2 \u0633\u06a9\u0648\u0631 \u06a9\u0648 \u0645\u062a\u0627\u062b\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u067e\u06cc\u0686\u06cc\u062f\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u0627\u0633 \u0646\u0638\u0627\u0645 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062f\u06c1 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0648\u0636\u0627\u062d\u062a \u06c1\u06d2\u06d4 \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06a9\u0648\u0626\u06cc \u062a\u062d\u0631\u06cc\u0631\u06cc \u067e\u06cc\u0631\u0627\u06af\u0631\u0627\u0641 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u060c \u0644\u06c1\u0630\u0627 \u0631\u06cc\u0627\u0636\u06cc \u062e\u0648\u062f \u0648\u0636\u0627\u062d\u062a \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u06a9\u0633\u0648\u0679\u06cc \u06a9\u0627 \u0648\u0632\u0646\u060c \u0645\u0639\u0645\u0648\u0644 \u06a9\u06cc \u0642\u06cc\u0645\u062a \u0627\u0648\u0631 \u0634\u0631\u0627\u06a9\u062a \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0638\u0627\u06c1\u0631 \u0627\u0648\u0631 \u062e\u0644\u0627\u0635\u06c1 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u067e\u0631\u0627\u0645\u067e\u0679 \u06a9\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 HR \u06a9\u0648 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u067e\u0631 \u0638\u0627\u06c1\u0631 \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u06cc \u0686\u06cc\u0632\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0646\u0645\u0628\u0631\u0648\u06ba \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0644\u06af\u0627\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p>\u062a\u0642\u0627\u0636\u0648\u06ba \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0628\u06cc\u062c\u0632 \u0645\u062e\u0635\u0648\u0635 \u0627\u0644\u0641\u0627\u0638 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \"\u06a9\u0645 \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u0627\u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646\u06cc \u0634\u06a9\u0644 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\" \u0627\u0648\u0631 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0637\u0631\u062d \u0633\u06d2 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0627 \u0645\u0646\u0641\u06cc \u0627\u0634\u0627\u0631\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \"\u062c\u06c1\u0627\u06ba \u06cc\u06c1 \u063a\u06cc\u0631 \u0622\u0631\u0627\u0645 \u062f\u06c1 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\" \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0641\u0631\u0642 \u0627\u0633 \u0633\u06d2 \u06a9\u06c1\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06c1\u0645 \u06a9\u06cc\u0648\u06ba \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-making-it-look-like-a-tool\">\u0627\u0633\u06d2 \u0627\u06cc\u06a9 \u0622\u0644\u06d2 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None of them look considered. This task is a design pass\nover the whole app, and the screenshots from it will be published in a freeCodeCamp\narticle, so the bar is \"would a designer put their name on this\", not \"is it tidy\".\n\nDo not add npm dependencies. shadcn components are copied code, not deps \u2014 add whichever\nyou need. Fonts go through next\/font. Nothing else.\n\n# Who this is for\nTwo or three HR people, on laptops, several times a day, for months. It is an instrument\nfor making a decision, not a product to be sold. Think of a well-made lab device or a\ntrading terminal designed by someone with taste: dense, calm, every mark on the screen\ncarrying information. The numbers are the content. The chrome should disappear.\n\n# Process \u2014 do this in order, and stop after step 2 for my approval\n1. Write a design plan in DESIGN.md before touching any component:\n   - Palette: 4\u20136 named hex values. Neutrals for structure. Semantic colour ONLY for\n     the three bands (strength \/ neutral \/ gap), the needs-review state, and errors.\n     Nothing else in the UI gets a hue.\n   - Type: one family, or two clearly distinct. It MUST have tabular figures (`tnum`)\n     because this app is columns of numbers. Set a type scale with intentional weights;\n     body line length under 80 characters.\n   - Layout: one-sentence concept per screen plus an ASCII wireframe for \/jobs\/[jobId]\n     and \/applications\/[id]. State alignment rules (numbers right-aligned, text left).\n   - Principles: 3\u20135 lines on what makes THIS app's UI specific to resume screening.\n2. Review the plan against generic defaults before building. Cream background with a\n   serif and a terracotta accent; near-black with one acid accent; hairline broadsheet\n   rules with zero radius; the SaaS card kit (everything in identical rounded cards, one\n   radius, the same grey shadow); tracked-out ALL-CAPS eyebrow labels; middle-dot meta\n   strings; a monospace face for small labels; \"\u2192\" on every button. If any of these\n   appear in your plan, that's a default you reached for, not a choice you made for this\n   brief. Replace it and say what you changed. Then STOP and show me DESIGN.md.\n3. Build, one screen at a time, in this order: \/applications\/[id], \/jobs\/[jobId],\n   \/jobs, \/sign-in, upload flow. The application detail page is where boldness is spent;\n   everything else is quiet.\n4. After each screen, take a screenshot if a browser tool is available in this\n   environment. If not, stop and ask me for one. Critique it in three lines before\n   moving on: what's the memorable thing, what's carrying no information, what would you\n   remove.\n\n# Screen-specific direction\n\n\/applications\/[id] \u2014 the one memorable screen.\n  The composite breakdown is the hero: every criterion as a row showing weight,\n  normalised value, and contribution, adding up visibly to the composite. This is the\n  only rationale that exists, so it has to be readable by someone defending a hiring\n  decision to a colleague. Make the arithmetic legible without a legend. Score rows\n  show the level reached against all levels, not just a bar. Noul rows make the 0.5\n  midpoint visible. The derived years row says in plain words where the number came\n  from. Choice facets sit apart and are visibly not part of the sum. Confidence appears\n  once per row, small, consistent position. The PDF sits beside, not below.\n\n\/jobs\/[jobId] \u2014 the working screen.\n  Applications table first, criteria editor second (tab or collapsed section). The\n  table is dense: tabular numbers, consistent decimals, right-aligned scores, sortable\n  headers that show sort state, filters that show their active state, row height that\n  lets 20 rows fit on a laptop screen. The needs-review badge is quiet, not alarming.\n  The criteria editor should feel like editing a rubric, not filling a form: levels read\n  as a ladder, the weight distribution reads as a bar you can see shift as you type.\n\n\/jobs \u2014 a list. Title, status, counts, date. Don't make it cards.\n\n\/sign-in \u2014 one field group, one button, nothing decorative. No illustration.\n\nUpload \u2014 progress through parsing \u2192 screening \u2192 screened is shown as state, not as a\n  spinner. Failure states say what happened and what to do, in one sentence each,\n  never apologising.\n\n# Rules that hold everywhere\n- Sentence case. No all-caps labels. No labels above content that the content already\n  explains.\n- Motion only in response to an action (expanding a row, confirming an upload). No\n  page-load animations, no hover lifts on cards.\n- Border radius, shadow, and border weight encode hierarchy; if two things have the\n  same treatment they should be the same kind of thing.\n- Numbers: tabular figures, fixed decimals per column, units once in the header not\n  on every cell.\n- Colour means something or it isn't there.\n- Copy: active voice, the button says what happens (\"Re-screen\", not \"Submit\"), the\n  toast uses the same verb (\"Re-screened\"). Empty states say what to do next. Errors\n  say what went wrong and how to fix it.\n- Quality floor without announcement: responsive to 768px, visible keyboard focus,\n  prefers-reduced-motion respected, contrast passes AA on every text\/background pair.\n\n# Done when\n- DESIGN.md exists and was approved before build.\n- Every screen has a screenshot reviewed against its own three-line critique.\n- Nothing in the palette is decorative.\n- I can read the composite breakdown on \/applications\/[id] and reconstruct the number\n  by hand from what's on screen.\n<\/code><\/pre>\n<p>\u0645\u062e\u062a\u0635\u0631 \u062c\u0627\u0646 \u0628\u0648\u062c\u06be \u06a9\u0631 \u062a\u0646\u06af \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0622\u0644\u06c1 \u06c1\u06d2 \u062c\u0633\u06d2 \u062f\u0648 \u06cc\u0627 \u062a\u06cc\u0646 \u0644\u0648\u06af \u06a9\u0626\u06cc \u0645\u06c1\u06cc\u0646\u0648\u06ba \u062a\u06a9 \u0631\u0648\u0632\u0627\u0646\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0646\u0645\u0628\u0631 \u0645\u0648\u0627\u062f \u06c1\u06cc\u06ba\u06d4 \u0631\u0646\u06af \u06cc\u0627 \u062a\u0648 \u06a9\u0686\u06be \u0645\u0639\u0646\u06cc \u0631\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u06cc\u0627 \u0648\u06c1 \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u0646\u060c \u06a9\u0645\u067e\u0648\u0632\u0679 \u0627\u06cc\u0646\u0627\u0644\u06cc\u0633\u0633\u060c \u062f\u0644\u06cc\u0631\u06cc \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062c\u0628\u06a9\u06c1 \u062f\u06cc\u06af\u0631 \u062a\u0645\u0627\u0645 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0648\u06ba \u06a9\u0648 \u062e\u0627\u0645\u0648\u0634 \u06a9\u06c1\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u062c\u06be\u06d2 \u0679\u06cc\u0628\u0644\u0631 \u0641\u0627\u0631\u0645 \u0645\u06cc\u06ba \u0646\u0645\u0628\u0631\u0632 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0627\u0644\u0645 \u0645\u06cc\u06ba \u0645\u062a\u0646\u0627\u0633\u0628 \u0646\u0645\u0628\u0631 \u0627\u0633 \u0637\u0631\u062d \u063a\u0644\u0637 \u0646\u0638\u0631 \u0622\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0644\u0648\u06af\u0648\u06ba \u06a9\u0648 \u0644\u06af\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0648\u06c1 \u0646\u0627\u0645 \u0646\u06c1\u06cc\u06ba \u0644\u06d2 \u0633\u06a9\u062a\u06d2\u06d4<\/p>\n<h4 id=\"heading-hardening-and-the-deploy-you-dont-run-yet\">\u0633\u062e\u062a\u06cc \u0627\u0648\u0631 \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u0627\u0628\u06be\u06cc \u062a\u06a9 \u0646\u0627\u0641\u0630 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u0626\u06cc\u06d4<\/h4>\n<p>\u0622\u062e\u0631\u06cc \u06a9\u0627\u0645 \u06a9\u0648 \u0686\u06be\u0648\u0691\u0646\u0627 \u0622\u0633\u0627\u0646 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u062f\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u06a9\u0645 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u0627\u0634\u0627\u0631\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0627\u0644\u06af \u0633\u06cc\u0634\u0646 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0627\u0633\u06d2 8\u0648\u06cc\u06ba \u0679\u0627\u0633\u06a9 \u06a9\u06d2 \u0627\u062e\u062a\u062a\u0627\u0645 \u067e\u0631 \u0634\u0627\u0645\u0644 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u0648\u060c \u06cc\u06c1 \u0627\u0633 \u0645\u0627\u0688\u0644 \u06a9\u06cc \u0628\u0627\u0642\u06cc \u062a\u0648\u062c\u06c1 \u062d\u0627\u0635\u0644 \u06a9\u0631 \u0644\u06d2 \u06af\u0627 \u062c\u0633 \u0646\u06d2 \u0679\u0627\u0626\u067e\u0648\u06af\u0631\u0627\u0641\u06cc \u0645\u06cc\u06ba \u0627\u0628\u06be\u06cc \u06a9\u0686\u06be \u06a9\u0648\u0634\u0634 \u06a9\u06cc \u062a\u06be\u06cc\u06d4<\/p>\n<pre><code class=\"language-markdown\">Read CLAUDE.md.\n\n- Re-run supabase\/VERIFY.sql. Fix any gap.\n- Every VERIFY.sql check that touches permissions MUST run as the role the app actually\n  uses \u2014 `set local role authenticated` \u2014 never as postgres. A superuser bypasses EXECUTE\n  and RLS checks, so a probe run as postgres passes while the app is broken.\n- Prove each new check is worth something: break the thing it checks, confirm VERIFY exits\n  non-zero, then restore. A check that has never failed has never been tested.\n- If you touch any GRANT, REVOKE, RLS policy, or SECURITY DEFINER function, exercise the\n  affected flow in the browser afterwards \u2014 create a job, upload a resume, save criteria.\n  Passing SQL run as postgres is not evidence the app works.\n  Two rules that are easy to get backwards: a CHECK constraint that calls a function\n  evaluates it with the privileges of the role performing the write, so that role needs\n  EXECUTE; a trigger function does not, because EXECUTE is checked when the trigger is\n  created, not when it fires. Verify which case you are in rather than assuming.\n- Audit: grep for service_role and NEXT_PUBLIC_ misuse. Confirm no server-only env var\n  reaches a client bundle. Check the built output, not just the source.\n- Every server action: confirm Zod validation on entry.\n- Error and empty states on every route. No bare \"something went wrong\" anywhere.\n- Loading states across the upload \u2192 parse \u2192 screen sequence.\n- README: setup, env vars, local Supabase, how an admin creates users, how to author Jev\n  questions (with a good vs bad score-level example), the composite formula, how\n  years_of_experience is computed and why Jev doesn't do it, the confidence threshold and\n  where to change it, and the known limitation that scanned PDFs are rejected rather\n  than OCR'd.\n- npm run lint \/ typecheck \/ build clean.\n\nThen write DEPLOY.md but DO NOT EXECUTE ANY OF IT: ordered checklist with exact commands to\ncreate the cloud Supabase project, `supabase link`, `supabase db push`, create the resumes\nbucket and its policies, set every Vercel env var, and run the first deploy. Include a\nsection on model pinning: set TYPESAFE_MODEL to the versioned id (currently jev-1.13.0)\nin production, not the jev-latest alias, and explain why (alias moves; thresholds tuned\non one version may not hold on the next). Write .github\/workflows\/deploy.yml (Vercel CLI\non push to main) and list every required repo secret in DEPLOY.md.\n\nStop and wait for my approval before running anything against cloud Supabase or Vercel.\n\nReport anything you had to leave broken, and anything you changed but did not exercise\nend to end. If a claim in a comment or a commit message asserts how Postgres behaves,\nsay how you verified it \u2014 or do not make the claim.\n<\/code><\/pre>\n<p><strong>\u06cc\u06c1\u0627\u06ba \u0686\u0627\u0631 \u0686\u06cc\u0632\u06cc\u06ba \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba:<\/strong><\/p>\n<p>\u0686\u0644\u0627\u0626\u06cc\u06ba <code>VERIFY.sql<\/code> \u062f\u0648\u0628\u0627\u0631\u06c1 \u0679\u0627\u0633\u06a9 2 \u06a9\u06d2 \u0628\u0639\u062f \u0633\u06d2\u060c 7 \u0633\u06cc\u0634\u0646\u0632 \u0646\u06d2 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u06cc\u0627 \u06c1\u06d2\u060c \u062c\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0633\u06cc \u0646\u06d2 \u0628\u06be\u06cc RLS \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u06cc\u0627 \u0628\u06c1\u062a \u0648\u0633\u06cc\u0639 \u067e\u0627\u0644\u06cc\u0633\u06cc\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0679\u06cc\u0628\u0644\u0632 \u0634\u0627\u0645\u0644 \u06a9\u06cc\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0686\u06cc\u06a9 \u062c\u0648 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u0633\u06cc\u06a9\u0634\u0646 \u0645\u06cc\u06ba \u06af\u0632\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0633\u06d2 \u0641\u0627\u0626\u0646\u0644 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u0645\u06cc\u06ba \u062f\u0648\u0628\u0627\u0631\u06c1 \u067e\u0627\u0633 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p>\u06a9\u06c1 <em>\u062a\u0639\u0645\u06cc\u0631<\/em> \u0622\u0624\u0679 \u067e\u0679 \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a \u0631\u0627\u0632 \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u0630\u0631\u06cc\u0639\u06c1 \u0646\u06c1\u06cc\u06ba\u06d4 \u0679\u0627\u0633\u06a9 1 \u0645\u06cc\u06ba \u0645\u0627\u062d\u0648\u0644 \u06a9\u0648 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0635\u0631\u0641 \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u0645\u062a\u063a\u06cc\u0631\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0644\u0627\u0626\u0646\u0679 \u0628\u0646\u0688\u0644 \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0646\u0627 \u0646\u0627\u0645\u0645\u06a9\u0646 \u06c1\u0648 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u060c \u0644\u06cc\u06a9\u0646 \"\u0686\u0627\u06c1\u06cc\u06d2\" \u062b\u0628\u0648\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0686\u06cc\u06a9 \u0627\u0635\u0644 \u062a\u0631\u0633\u06cc\u0644 \u06a9\u06d2 \u0628\u0631\u0639\u06a9\u0633 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0646 \u067e\u0679 \u067e\u0631 Zod \u06a9\u06cc \u062a\u0648\u062b\u06cc\u0642 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0631\u0648\u0631 \u06a9\u06d2 \u062a\u0645\u0627\u0645 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u06a9\u0627 \u0622\u0688\u0679 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0633 \u0642\u0633\u0645 \u06a9\u0627 \u0642\u0627\u0639\u062f\u06c1 \u06c1\u06d2 \u062c\u0648 \u06a9\u0627\u0645 2-5 \u0645\u06cc\u06ba \u0628\u0627\u0644\u06a9\u0644 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06c1\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u067e\u06be\u0631 \u0679\u0627\u0633\u06a9 7 \u0645\u06cc\u06ba \u067e\u06be\u0633\u0644 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062c\u06c1\u0627\u06ba \u0645\u0627\u0688\u0644 \u0679\u06cc\u0628\u0644 \u06a9\u0627\u0644\u0645\u0632 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0686\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u06a9\u0627\u0645 \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u0633 \u0627\u0646 \u067e\u0679 \u067e\u0631 \u0628\u06be\u0631\u0648\u0633\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>DEPLOY.md \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u0644\u06cc\u06a9\u0646 \u0627\u0628\u06be\u06cc \u062a\u06a9 \u0646\u06c1\u06cc\u06ba \u0686\u0644\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062f\u0631\u0633\u062a \u06c1\u062f\u0627\u06cc\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0645\u0631\u062d\u0644\u06c1 \u0648\u0627\u0631 \u0686\u06cc\u06a9 \u0644\u0633\u0679 \u06c1\u06d2\u06d4 \u06a9\u0644\u0627\u0624\u0688 \u0633\u0648\u067e\u0627\u0628\u06cc\u0633 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0628\u0646\u0627\u0626\u06cc\u06ba\u060c \u0627\u0633 \u0633\u06d2 \u062c\u0691\u06cc\u06ba\u060c \u0645\u0646\u062a\u0642\u0644\u06cc \u06a9\u0648 \u0622\u06af\u06d2 \u0628\u0691\u06be\u0627\u0626\u06cc\u06ba\u060c \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u06a9\u06cc \u0628\u0627\u0644\u0679\u06cc \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06cc \u067e\u0627\u0644\u06cc\u0633\u06cc\u0627\u06ba \u0628\u0646\u0627\u0626\u06cc\u06ba\u060c \u062a\u0645\u0627\u0645 \u0648\u0631\u0633\u06cc\u0644 \u0645\u0627\u062d\u0648\u0644\u06cc\u0627\u062a\u06cc \u0645\u062a\u063a\u06cc\u0631\u0627\u062a \u06a9\u0648 \u0633\u06cc\u0679 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u067e\u0646\u06cc \u067e\u06c1\u0644\u06cc \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u06a9\u0648 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u0622\u067e \u06a9\u0648 \u0631\u06a9\u0646\u06d2 \u0627\u0648\u0631 \u06a9\u0644\u0627\u0624\u0688 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u0646\u0638\u0648\u0631\u06cc \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u0648 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0648\u06c1 \u06c1\u062f\u0627\u06cc\u0627\u062a \u0633\u062e\u062a \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0641\u0627\u0626\u0644 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0633\u0641\u0627\u0631\u0634 \u06c1\u06d2 \u062c\u0648 \u0627\u0646\u0641\u0631\u0627\u0633\u0679\u0631\u06a9\u0686\u0631 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0633\u06d2 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u0645\u06cc\u06ba \u067e\u0646 \u06a9\u0631\u06cc\u06ba\u06d4 <code>TYPESAFE_MODEL<\/code> \u0627\u06cc\u06a9 \u0648\u0631\u0698\u0646 \u0634\u062f\u06c1 ID \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c <code>jev-1.13.0<\/code>jev-latest \u0639\u0631\u0641 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u06d4 \u062c\u06cc\u0633\u06d2 \u062c\u06cc\u0633\u06d2 TypeSafe \u0646\u0626\u06d2 \u0648\u0631\u0698\u0646 \u062c\u0627\u0631\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0639\u0631\u0641\u06cc \u0646\u0627\u0645 \u0628\u062f\u0644 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0648\u0631\u0698\u0646 \u0645\u06cc\u06ba \u0633\u06cc\u0679 \u06a9\u0631\u062f\u06c1 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06cc \u062d\u062f\u06cc\u06ba \u0627\u06af\u0644\u06d2 \u0648\u0631\u0698\u0646 \u0645\u06cc\u06ba \u06a9\u0627\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-where-this-gets-uncomfortable\">\u06cc\u06c1 \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0627\u0633\u06d2 \u062a\u06a9\u0644\u06cc\u0641 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/h3>\n<p>\u0627\u0633 \u0633\u06cc\u06a9\u0634\u0646 \u0645\u06cc\u06ba \u06c1\u0631 \u0686\u06cc\u0632 \u0627\u06cc\u06a9 \u062e\u0637\u0631\u06c1 \u06c1\u06d2 \u062c\u0633\u06d2 \u0622\u067e \u0627\u0633\u06d2 \u0628\u0646\u0627 \u06a9\u0631 \u0644\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u06a9\u06cc\u0691\u06d2 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0648\u06c1 \u0628\u06c1\u062a\u0631 \u0627\u0634\u0627\u0631\u06d2 \u06cc\u0627 \u0646\u0626\u06d2 \u0645\u0627\u0688\u0644 \u0648\u0631\u0698\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u063a\u0627\u0626\u0628 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u06d2 \u067e\u0627\u0633 \u067e\u0648\u0631\u0679\u0644 \u067e\u0631 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06d2 \u0641\u06cc\u0635\u0644\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u0633 \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u0645\u0648\u062c\u0648\u062f \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0627\u0633 \u0633\u06cc\u06a9\u0634\u0646 \u06a9\u0648 \u0686\u06be\u0648\u0691 \u06a9\u0631 \u0628\u06be\u06cc\u062c\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u06a9\u0648 \u06cc\u06c1 \u0645\u0644 \u062c\u0627\u0626\u06d2 \u06af\u0627:<\/p>\n<h4 id=\"heading-1-there-is-no-written-rationale-and-you-cant-bolt-one-on\">1. \u06a9\u0648\u0626\u06cc 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\"\u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2\u060c \u062c\u0627\u0646\u0686\u0646\u06d2\u060c \u062a\u0639\u06cc\u0646\u0627\u062a \u06a9\u0631\u0646\u06d2 \u06cc\u0627 \u06a9\u0648\u0688 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u062a\u0630\u06a9\u0631\u06c1\" \"\u0645\u0636\u0628\u0648\u0637 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\" \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u062c\u0639\u0644\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06cc \u0648\u062c\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0648\u06c1 \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u0637\u0644\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u062a\u062c\u0631\u0628\u06d2 \u06a9\u06d2 \u0633\u06cc\u06a9\u0634\u0646 \u0645\u06cc\u06ba \u06c1\u0648\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2\u06d4 \u06a9\u06c1 <code>technical_depth<\/code> \u0628\u06cc\u0633 \u0633\u06cc\u0679 \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0645\u06c1\u0627\u0631\u062a \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a\u0648\u06ba\u060c \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06d2 \u0639\u0646\u0648\u0627\u0646\u0627\u062a\u060c \u0627\u0648\u0631 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0646\u0627\u0645\u0648\u06ba \u06a9\u0648 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u062a\u0646\u0627 \u06c1\u06cc \u0627\u06cc\u06a9 \u0627\u06cc\u0646\u0679\u06cc \u0627\u0646\u062c\u06cc\u06a9\u0634\u0646 \u067e\u06cc\u0645\u0627\u0646\u06c1 \u06c1\u06d2 \u062c\u062a\u0646\u0627 \u06a9\u06c1 \u06cc\u06c1 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0627 \u067e\u06cc\u0645\u0627\u0646\u06c1 \u06c1\u06d2\u06d4<\/p>\n<p>\u0633\u0633\u0679\u0645 \u06a9\u06d2 \u0627\u06cc\u06a9 \u0633\u0648\u0627\u0644 \u067e\u0631 \u063a\u0648\u0631 \u06a9\u0631\u06cc\u06ba \u062c\u0648 \u06cc\u06c1 \u067e\u0648\u0686\u06be\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u06a9\u0633\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u0645\u06cc\u06ba \u0627\u06cc\u0633\u0627 \u0645\u062a\u0646 \u06c1\u06d2 \u062c\u0648 \u0627\u0646\u0633\u0627\u0646\u06cc \u067e\u0691\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06d2\u06d4 TypeSafe \u06a9\u06cc guardrail cookbook \u06cc\u06c1 LLM \u0627\u0646 \u067e\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u06cc\u0679\u0631\u0646 \u0679\u0631\u0627\u0646\u0633\u0641\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0646\u0648\u0644 \u06a9\u06cc \u0627\u0639\u0644\u06cc\u0670 \u0642\u062f\u0631 \u0627\u06cc\u067e\u0644\u06cc \u06a9\u06cc\u0634\u0646 \u06a9\u0648 \u062c\u06be\u0646\u0688\u0627 \u062f\u06cc\u062a\u06cc \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u0648 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u06a9\u06be\u0648\u0644\u0646\u06d2 \u0627\u0648\u0631 \u062f\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc \u062c\u0627 \u0633\u06a9\u06d2\u06d4<\/p>\n<p>\u0627\u0648\u0631 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u0648\u06cc\u0648\u0631 \u067e\u0631 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u06a9\u0644\u06a9 \u0633\u06d2 \u06cc\u06c1 \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u06a9\u06d2 \u0635\u0641\u062d\u06c1 \u067e\u0631 \u0638\u0627\u06c1\u0631 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0634\u062e\u0635 \u06a9\u0648 \u06cc\u06c1 \u062f\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2 \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u06a9\u06cc\u0627 \u067e\u0691\u06be \u0631\u06c1\u0627 \u06c1\u06d2 \u0627\u0633 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u062c\u0648 \u0627\u0646\u0633\u0627\u0646 \u062f\u06cc\u06a9\u06be \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-3-your-criteria-encode-proxies-whether-you-meant-them-to-or-not\">3. \u0622\u067e \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc\u0648\u06ba \u06a9\u0648 \u0627\u0646\u06a9\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0686\u0627\u06c1\u06d2 \u0622\u067e \u0646\u06d2 \u0627\u0633 \u06a9\u0627 \u0627\u0631\u0627\u062f\u06c1 \u06a9\u06cc\u0627 \u06c1\u0648 \u06cc\u0627 \u0646\u06c1\u06cc\u06ba\u06d4<\/h4>\n<p>\u06cc\u06c1 \u0648\u06c1 \u062e\u0637\u0631\u06c1 \u06c1\u06d2 \u062c\u0633\u06d2 \u0644\u0648\u06af \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0686\u06be\u0648\u0691\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0648\u06c1 \u06cc\u06c1\u0627\u06ba \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0642\u062a \u06af\u0632\u0627\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0628\u0646\u06cc\u0627\u062f\u06cc \u0633\u06cc\u0679 \u067e\u0631 \u0627\u06cc\u06a9 \u0627\u0648\u0631 \u0646\u0638\u0631 \u0688\u0627\u0644\u06cc\u06ba\u06d4 <code>years_of_experience<\/code> \u06a9\u06cc\u0631\u06cc\u0626\u0631 \u06a9\u06d2 \u0641\u0631\u0642 \u06a9\u0648 \u0633\u0632\u0627 \u062f\u06cc\u06ba\u06d4 \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644\u060c \u0628\u06cc\u0645\u0627\u0631\u06cc\u060c \u0627\u0645\u06cc\u06af\u0631\u06cc\u0634\u0646\u060c \u06cc\u0627 \u0645\u0639\u0627\u0634\u06cc \u0628\u062f\u062d\u0627\u0644\u06cc \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2 \u06a9\u06cc\u0631\u06cc\u0626\u0631 \u06a9\u06d2 \u0641\u0631\u0642\u0648\u06ba \u06a9\u0627 \u062a\u0639\u0644\u0642 \u0628\u0631\u0637\u0631\u0641\u06cc \u0633\u06d2 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 <code>open_source_contribution<\/code> GitHub \u0644\u0648\u06af\u0648\u06ba \u06a9\u0648 \u0627\u0646 \u06a9\u06cc \u0634\u0627\u0645\u06cc\u06ba \u0645\u0641\u062a \u06af\u0632\u0627\u0631\u0646\u06d2 \u067e\u0631 \u0627\u0646\u0639\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 <code>mentorship_demonstrated<\/code> \u06c1\u0645 \u0627\u0646 \u0644\u0648\u06af\u0648\u06ba \u06a9\u0648 \u0627\u0646\u0639\u0627\u0645 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u06a9\u0627\u0641\u06cc \u0628\u0691\u06cc \u06a9\u0645\u067e\u0646\u06cc\u0648\u06ba \u0645\u06cc\u06ba \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0627\u06a9\u06c1 \u0627\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062c\u0648\u0646\u06cc\u0626\u0631\u0632 \u06c1\u0648\u06ba\u06d4 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0645\u0639\u06cc\u0627\u0631 \u0645\u062d\u0641\u0648\u0638 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u0627 \u0630\u06a9\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0646 \u0633\u0628 \u06a9\u0627 \u062a\u0639\u0644\u0642 \u06a9\u0633\u06cc \u0646\u06c1 \u06a9\u0633\u06cc \u0633\u06d2 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0633\u06cc \u06af\u0631\u0648\u067e \u06a9\u0648 \u0633\u0632\u0627 \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0627 \u0646\u0627\u0645 \u0644\u06cc\u0646\u0627 \u0636\u0631\u0648\u0631\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u063a\u06cc\u0631 \u06a9\u0627\u0645 \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0648\u062c\u0648\u06c1\u0627\u062a \u06a9\u06cc \u0628\u0646\u0627\u0621 \u067e\u0631 \u06a9\u0645 \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06af\u0631\u0648\u067e \u06a9\u06cc \u062a\u0644\u0627\u0641\u06cc \u06a9\u0631\u06cc\u06ba\u06d4 \u0648\u06c1 \u06a9\u06cc\u0627 \u06c1\u06d2 <strong>\u0646\u0627\u0626\u0628<\/strong> \u0627\u0628 \u062a\u06a9 \u06a9\u06cc \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u062f\u06c1 \u06c1\u0631 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0646 \u0631\u0648\u0628\u0631\u06a9 \u0645\u06cc\u06ba \u06a9\u0686\u06be \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u067e\u0648\u0631\u0679\u0644 \u06cc\u06c1\u0627\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0628\u06c1\u062a\u0631 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0631\u06a9\u06be\u06d2 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0622\u067e \u06a9\u0648 \u0628\u0627\u0644\u06a9\u0644 \u0645\u0639\u0644\u0648\u0645 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2 \u06a9\u06c1 \u06a9\u06cc\u0648\u06ba\u06d4 \u0628\u0646\u06cc\u0627\u062f \u062c\u062f\u0648\u0644 \u0645\u06cc\u06ba \u0645\u0648\u062c\u0648\u062f \u0688\u06cc\u0679\u0627 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u0648\u0631\u0698\u0646 \u06a9\u0646\u0679\u0631\u0648\u0644 \u0645\u06cc\u06ba \u0648\u0632\u0646 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0627\u0633\u06d2 \u067e\u0691\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u0627\u0646 \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u0648\u0632\u0646 \u06a9\u0648 0 \u067e\u0631 \u0633\u06cc\u0679 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u062a\u0645\u0627\u0645 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u0648 \u0633\u06cc\u06a9\u0646\u0688\u0648\u06ba \u0645\u06cc\u06ba \u06a9\u06cc\u0634\u0688 \u0679\u06cc\u06a9\u0633\u0679 \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0686\u0644\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba 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\u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c \u0622\u0688\u0679 \u0627\u06cc\u0628\u0644\u0679\u06cc \u0627\u0646\u0635\u0627\u0641 \u06a9\u06d2 \u0628\u0631\u0627\u0628\u0631 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0648\u0632\u0646 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u06c1\u0648\u0646\u0627 <code>years_of_experience<\/code> \u06cc\u06c1 \u0622\u067e \u06a9\u0648 \u0646\u06c1\u06cc\u06ba \u0628\u062a\u0627\u062a\u0627 \u06a9\u06c1 \u0622\u06cc\u0627 \u06cc\u06c1 \u06a9\u0633\u06cc \u06a9\u0648 \u0646\u0642\u0635\u0627\u0646 \u067e\u06c1\u0646\u0686\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0634\u0627\u0631\u0679 \u0644\u0633\u0679 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2\u060c \u06a9\u0631\u0627\u0626\u06d2 \u067e\u0631 \u0644\u06cc\u06d2 \u06af\u0626\u06d2\u060c \u0627\u0648\u0631 \u06af\u0631\u0648\u067e\u0633 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0679\u0648\u0679\u06d2 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\u06c1\u06d2\u06d4<\/p>\n<p>\u067e\u0648\u0631\u0679\u0644 \u06a9\u0627 \u0688\u06cc\u0632\u0627\u0626\u0646 \u062c\u0648\u0627\u0628 \u0686\u06be\u0648\u0679\u0627 \u0627\u0648\u0631 \u0645\u062e\u0635\u0648\u0635 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u062f\u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0646\u06c1 \u0635\u0631\u0641 \u0646\u0645\u0628\u0631\u060c \u0644\u06c1\u0630\u0627 \u0628\u06be\u0631\u062a\u06cc \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0627\u0646 \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <em>\u06a9\u06cc\u0627<\/em> \u0622\u067e \u06a9\u0627 \u0633\u06a9\u0648\u0631 \u06a9\u0645 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0622\u067e \u06a9\u0644 \u0633\u06a9\u0648\u0631 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u0633\u06d2 \u0645\u062a\u0641\u0642 \u0646\u06c1\u06cc\u06ba \u06c1\u0648 \u0633\u06a9\u062a\u06d2\u06d4 Requirements Review \u0628\u06cc\u062c \u062a\u0648\u062c\u06c1 \u0637\u0644\u0628 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0637\u0631\u062d \u0633\u06d2 \u06a9\u0633\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u0646\u0627\u0645\u0646\u0638\u0648\u0631 \u06a9\u06cc \u0639\u0644\u0627\u0645\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0648\u0648\u0631 \u0631\u0627\u0626\u06cc\u0688\u0632 \u06a9\u0648 \u0627\u06cc\u06a9 \u06a9\u0644\u06a9 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0644\u0627\u06af \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0622\u067e \u0628\u0639\u062f \u0645\u06cc\u06ba \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 HR \u06a9\u062a\u0646\u06cc \u0628\u0627\u0631 \u0679\u0648\u0644 \u0633\u06d2 \u0645\u062a\u0641\u0642 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0648\u0627\u062d\u062f \u0633\u0628 \u0633\u06d2 \u0645\u0641\u06cc\u062f \u0646\u0645\u0628\u0631 \u06c1\u06d2 \u062c\u0648 \u06c1\u0645\u0627\u0631\u06d2 \u067e\u0627\u0633 \u0627\u0628\u06be\u06cc \u062a\u06a9 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>0 \u06a9\u06d2 \u0642\u0631\u06cc\u0628 \u0627\u0648\u0648\u0631 \u0631\u0627\u0626\u0688 \u062a\u0646\u0627\u0633\u0628 \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u0639\u0644\u0627\u0645\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u0627\u0686\u06be\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u0639\u0644\u0627\u0645\u062a \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0648\u0626\u06cc \u0686\u06cc\u06a9 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-what-the-first-run-showed\">\u067e\u06c1\u0644\u06d2 \u0631\u0646 \u0646\u06d2 \u06a9\u06cc\u0627 \u062f\u06a9\u06be\u0627\u06cc\u0627<\/h2>\n<p>\u062c\u06cc\u0648 \u06a9\u0648 15 \u0633\u062a\u0645\u0628\u0631 \u06a9\u0648 \u0631\u06c1\u0627 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627\u06d4 22 \u0633\u062a\u0645\u0628\u0631 \u06a9\u0648\u060c \u06c1\u0645 \u0646\u06d2 \u0645\u06a9\u0645\u0644 \u0634\u062f\u06c1 \u067e\u0648\u0631\u0679\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u06cc\u06a9 \u062f\u0648\u067e\u06c1\u0631 \u0645\u06cc\u06ba \u062f\u0648 \u0645\u062e\u062a\u0644\u0641 \u0631\u0648\u0628\u0631\u06a9\u0633 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062f\u0648 \u06a9\u0631\u062f\u0627\u0631\u0648\u06ba \u0645\u06cc\u06ba 80 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 71 \u062a\u0627\u0631\u06cc\u062e\u06cc \u0631\u06cc\u0632\u06cc\u0648\u0645\u0632 \u0686\u0644\u0627\u0626\u06d2\u06d4 \u06cc\u06c1 \u0627\u0633 \u067e\u0631\u06cc\u06a9\u0679\u0633 \u06a9\u0627 \u0627\u06cc\u06a9 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u067e\u06cc\u0645\u0627\u0646\u06c1 \u06c1\u06d2\u060c \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u0627 \u0646\u062a\u06cc\u062c\u06c1 \u0646\u06c1\u06cc\u06ba\u06d4 \u0646\u062a\u0627\u0626\u062c \u0645\u06cc\u06ba \u06a9\u0626\u06cc \u0645\u06c1\u06cc\u0646\u06d2 \u0644\u06af \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u062c\u0628 \u0648\u06c1 \u062f\u0633\u062a\u06cc\u0627\u0628 \u06c1\u0648\u06ba \u06af\u06d2 \u062a\u0648 \u06c1\u0645 \u0627\u0633 \u0633\u06cc\u06a9\u0634\u0646 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<h4 id=\"heading-the-numbers\">\u0646\u0645\u0628\u0631:<\/h4>\n<table style=\"min-width:50px\">\n<colgroup>\n<col style=\"min-width:25px\"\/>\n<col style=\"min-width:25px\"\/><\/colgroup>\n<tbody>\n<tr>\n<td>\n<p>\u0627\u067e \u0644\u0648\u0688 \u06a9\u0631\u062f\u06c1 \u062e\u0644\u0627\u0635\u06c1<\/p>\n<\/td>\n<td>\n<p>\u062f\u0648 \u06a9\u0631\u062f\u0627\u0631\u0648\u06ba \u0645\u06cc\u06ba 75<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0627\u0633\u06a9\u06cc\u0646 \u0634\u062f\u06c1 \u067e\u06cc \u0688\u06cc \u0627\u06cc\u0641 \u06af\u06cc\u0679 \u067e\u0631 \u0645\u0633\u062a\u0631\u062f \u06a9\u0631 \u062f\u06cc \u06af\u0626\u06cc\u06d4<\/p>\n<\/td>\n<td>\n<p>3 (4%)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0645\u0646\u0639\u0642\u062f \u06c1\u0648\u0626\u06cc\u06d4<\/p>\n<\/td>\n<td>\n<p>\u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u06d2 \u0628\u0639\u062f 8 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0645\u062a\u062d\u0627\u0646\u0627\u062a \u0633\u0645\u06cc\u062a 80 \u0628\u0627\u0631<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0645\u0627\u0688\u0644 \u0646\u06d2 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0627<\/p>\n<\/td>\n<td>\n<p><code>jev-1.13.0<\/code>\u062c\u0628 \u0628\u06be\u06cc \u0645\u06cc\u06ba \u0641\u0648\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u0648\u06ba\u06d4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0627\u0646 \u067e\u0679 \u0679\u0648\u06a9\u0646 \u0641\u06cc \u062c\u0627\u0626\u0632\u06c1<\/p>\n<\/td>\n<td>\n<p>\u0645\u06cc\u0688\u06cc\u0646 4,644\u060c \u0631\u06cc\u0646\u062c 3,000 \u0633\u06d2 6,821 \u062a\u06a9<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0641\u06cc \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0644\u0627\u06af\u062a<\/p>\n<\/td>\n<td>\n<p>\u0627\u0648\u0633\u0637 $0.00019\u060c \u0632\u06cc\u0627\u062f\u06c1 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 $0.00029<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>350 \u0631\u06cc\u0632\u06cc\u0648\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u06cc \u06c1\u0641\u062a\u06c1 \u0644\u0627\u06af\u062a<\/p>\n<\/td>\n<td>\n<p>\u062a\u0642\u0631\u06cc\u0628\u0627\u064b 7 \u0633\u06cc\u0646\u0679<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u0645\u06cc\u0688\u06cc\u0646<\/p>\n<\/td>\n<td>\n<p>400ms<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u062a\u0627\u062e\u06cc\u0631\u060c p90\/p95\/max<\/p>\n<\/td>\n<td>\n<p>1.47 \u0633\u06cc\u06a9\u0646\u0688\u0632 \/ 1.53 \u0633\u06cc\u06a9\u0646\u0688\u0632 \/ 4.53 \u0633\u06cc\u06a9\u0646\u0688\u0632<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u062c\u0627\u0645\u0639 \u0633\u06a9\u0648\u0631 \u06a9\u06cc \u062d\u062f<\/p>\n<\/td>\n<td>\n<p>14~82\u060c \u0627\u0648\u0633\u0637 45<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>\u0627\u0646\u0633\u0627\u0646\u06cc \u062c\u0627\u0626\u0632\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0637\u0644\u0627\u0639 \u062f\u06cc \u06af\u0626\u06cc\u06d4<\/p>\n<\/td>\n<td>\n<p>80 \u0645\u06cc\u06ba \u0633\u06d2 48 (60%)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><code>years_of_experience<\/code>    \u062d\u0633\u0627\u0628 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u0627<\/p>\n<\/td>\n<td>\n<p>80 \u0645\u06cc\u06ba \u0633\u06d2 14 (17.5%)<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062f\u0648 \u0646\u0645\u0628\u0631 \u06c1\u06cc\u06ba \u062c\u0648 \u06cc\u06c1\u0627\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06c1\u0645 \u0627\u0628\u06be\u06cc \u062a\u06a9 \u0627\u06cc\u0633\u0627 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06d2\u06d4 HR \u06a9\u062a\u0646\u06cc \u0628\u0627\u0631 \u0627\u0633\u06a9\u0648\u0631\u0632 \u06a9\u0648 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u06cc\u0627 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u06d2 \u0688\u06be\u06cc\u0631 \u0645\u06cc\u06ba \u0633\u0628 \u0633\u06d2 \u0627\u0648\u067e\u0631 \u0648\u06c1 \u062c\u06af\u06c1 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0627\u0686\u06be\u06d2 \u0645\u0644\u0627\u0632\u0645\u06cc\u0646 \u062a\u06be\u06d2\u06d4 \u0627\u0633\u06d2 \u0634\u0631\u0648\u0639 \u0645\u06cc\u06ba \u0686\u0646\u062f \u06c1\u0641\u062a\u0648\u06ba \u062a\u06a9 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4 \u062f\u0648\u0633\u0631\u0627 \u0645\u0639\u0644\u0648\u0645 \u0646\u062a\u0627\u0626\u062c \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0628\u0646\u062f \u06a9\u0631\u062f\u0627\u0631 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-what-the-numbers-mean\">\u0627\u0639\u062f\u0627\u062f \u06a9\u06d2 \u0645\u0639\u0646\u06cc<\/h3>\n<h4 id=\"heading-1-cost-is-not-a-factor\">1. \u0644\u0627\u06af\u062a \u0627\u06cc\u06a9 \u0627\u06c1\u0645 \u0639\u0646\u0635\u0631 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/h4>\n<p>$0.042 \u0641\u06cc \u0645\u0644\u06cc\u0646 \u0627\u0646 \u067e\u0679 \u0679\u0648\u06a9\u0646 \u06a9\u06d2 \u062d\u0633\u0627\u0628 \u0633\u06d2\u060c \u0627\u06cc\u06a9 \u06c1\u0641\u062a\u06d2 \u06a9\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u0632 \u06a9\u06cc \u0642\u06cc\u0645\u062a \u0627\u06cc\u06a9 \u06a9\u067e \u06a9\u0627\u0641\u06cc \u0633\u06d2 \u0628\u06be\u06cc \u06a9\u0645 \u06c1\u06d2\u06d4 \u0631\u0648\u0628\u0631\u06a9 \u06a9\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u06d2 \u0628\u0639\u062f \u062a\u0645\u0627\u0645 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u06cc \u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u0628\u063a\u06cc\u0631 \u06a9\u0633\u06cc \u062f\u0628\u0627\u0624 \u06a9\u06d2 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0641\u06cc \u0645\u0641\u062a \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06cc\u06c1 \u0679\u06cc\u0648\u0646\u0646\u06af \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06c1\u0645\u0627\u0631\u06d2 \u0633\u0648\u0686\u0646\u06d2 \u06a9\u06d2 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0648 \u0628\u062f\u0644 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h4 id=\"heading-2-latency-is-two-numbers\">2. \u062a\u0627\u062e\u06cc\u0631 \u062f\u0648 \u0646\u0645\u0628\u0631\u0632 \u06c1\u06d2\u06d4<\/h4>\n<p>\u067e\u0648\u0646\u06d2 \u0645\u06cc\u06ba \u0633\u0631\u0648\u0631 \u06a9\u06cc \u0646\u0648\u06a9\u0631\u06cc \u0633\u06d2 \u0627\u0648\u0633\u0637 \u06a9\u0627\u0644 400ms \u062a\u06be\u06cc\u060c \u062c\u0648 \u06a9\u06c1 TypeSafe \u06a9\u06cc \u0637\u0631\u0641 \u0633\u06d2 \u0645\u062e\u0635\u0648\u0635 \u06a9\u06cc \u06af\u0626\u06cc \u062d\u062f \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u062a\u06be\u06cc\u06d4 \u062a\u0627\u06c1\u0645\u060c 80 \u06a9\u0627\u0644\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 15 \u0645\u06cc\u06ba 1.4 \u0627\u0648\u0631 4.5 \u0633\u06cc\u06a9\u0646\u0688 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0644\u06af\u06d2 \u0627\u0648\u0631 \u0648\u06c1 \u06a9\u0627\u0644\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u062a\u06be\u06cc\u06ba \u062c\u0646 \u0645\u06cc\u06ba \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0679\u0648\u06a9\u0646 \u062a\u06be\u06d2\u06d4 \u0627\u0646 \u067e\u0679 \u06a9\u0627 \u0633\u0627\u0626\u0632 \u062a\u0627\u062e\u06cc\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0646\u0633\u0644\u06a9 \u0646\u06c1\u06cc\u06ba \u062a\u06be\u0627\u06d4<\/p>\n<p>\u0633\u0631\u06af\u0631\u0645\u06cc \u0645\u06cc\u06ba \u0648\u0642\u0641\u06d2 \u06a9\u06d2 \u0628\u0639\u062f \u0633\u0633\u062a \u06a9\u0627\u0644\u0648\u06ba \u06a9\u0648 \u06a9\u0644\u0633\u0679\u0631 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627\u060c \u062c\u0633 \u0633\u06d2 \u06cc\u06c1 \u0638\u0627\u06c1\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0646\u06a9\u0634\u0646 \u0627\u0633\u0679\u06cc\u0628\u0644\u0634\u0645\u0646\u0679 \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0648\u0642\u062a \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0679\u06be\u0646\u0688\u06d2 \u0641\u0646\u06a9\u0634\u0646 \u0633\u06d2 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0627\u0633\u067e\u0646\u0631 \u062f\u06a9\u06be\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u062e\u0627\u0645\u0648\u0634\u06cc \u06a9\u06d2 \u0628\u0639\u062f \u067e\u06c1\u0644\u06cc \u06a9\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0627\u0642\u06cc \u0633\u06d2 \u0686\u0627\u0631 \u06af\u0646\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0642\u062a \u0644\u06cc\u0646\u06d2 \u06a9\u0627 \u0645\u0646\u0635\u0648\u0628\u06c1 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<h4 id=\"heading-3-the-review-queue-is-60-and-most-of-it-is-facets\">3. \u062c\u0627\u0626\u0632\u06c1 \u06a9\u06cc \u0642\u0637\u0627\u0631 60% \u06c1\u06d2\u060c \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u067e\u06c1\u0644\u0648\u06d4<\/h4>\n<p>\u0627\u06af\u0631 \u062c\u0648\u0627\u0628 \u06a9\u0627 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06cc \u0633\u0637\u062d 0.5 \u0633\u06d2 \u0646\u06cc\u0686\u06d2 \u0622\u062a\u06cc \u06c1\u06d2 \u062a\u0648 \u06af\u06cc\u0679 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0648 \u062c\u06be\u0646\u0688\u0627 \u0644\u06af\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06a9\u0645 \u0633\u06d2 \u06a9\u0645 \u067e\u0631 \u0627\u0639\u062a\u0645\u0627\u062f \u062c\u0648\u0627\u0628 \u06cc\u06c1 \u06c1\u06d2: <code>career_progression<\/code> 80 \u0645\u06cc\u06ba \u0633\u06d2 28 \u0627\u0633\u06a9\u0631\u06cc\u0646\u0646\u06af \u067e\u0631 <code>primary_talent_profile<\/code> 15. \u062f\u0648\u0646\u0648\u06ba \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u067e\u06c1\u0644\u0648 \u06c1\u06cc\u06ba\u06d4 \u0646\u06c1 \u06c1\u06cc \u0645\u0631\u06a9\u0628 \u067e\u0631 \u06a9\u0648\u0626\u06cc \u0627\u062b\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0648\u06c1 \u0645\u0627\u0688\u0644\u0632 \u062c\u0648 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0627 \u06cc\u0642\u06cc\u0646 \u0646\u06c1\u06cc\u06ba \u0631\u06a9\u06be\u062a\u06d2 \u062a\u06be\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u0627\u0646 \u06a9\u06d2 \u06a9\u06cc\u0631\u06cc\u0626\u0631 \"\u0645\u0633\u062a\u062d\u06a9\u0645\" \u06c1\u06cc\u06ba \u06cc\u0627 \"\u067e\u0633 \u0645\u0646\u0638\u0631\" \u0646\u06d2 \u0627\u0646 \u06a9\u06cc \u062a\u0645\u0627\u0645 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u0648 \u062c\u06be\u0646\u0688\u0627 \u0644\u06af\u0627 \u062f\u06cc\u0627 \u062a\u06be\u0627\u06d4 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0646\u06af <code>min_confidence<\/code> \u0635\u0631\u0641 \u06a9\u0645\u067e\u0648\u0632\u0679 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u062c\u0648\u0627\u0628\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc \u0688\u06cc\u0679\u0627 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0642\u0637\u0627\u0631 44% \u062a\u06a9 \u0628\u0691\u06be \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0633\u0637\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc \u06c1\u06d2\u06d4 <code>scoring.ts<\/code> \u0627\u06af\u0631 \u0622\u067e \u06cc\u06c1 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba. \u0645\u06cc\u06ba \u0646\u06d2 \u06c1\u06cc\u0646\u0688 \u0628\u06a9 \u0645\u06cc\u06ba \u0646\u0645\u0628\u0631 \u0686\u06be\u0648\u0691\u06d2 \u062c\u0628 \u0648\u06c1 \u0686\u0644 \u0631\u06c1\u06d2 \u062a\u06be\u06d2\u06d4<\/p>\n<h4 id=\"heading-4-one-criterion-scored-everyone-the-same\">4. \u0627\u06cc\u06a9 \u06a9\u0633\u0648\u0679\u06cc \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0633\u0628 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u0628\u0631\u0627\u0628\u0631 \u06c1\u06cc\u06ba\u06d4<\/h4>\n<p><code>jd_alignment<\/code>    \u0627\u0633 \u0646\u06d2 0.03 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0648\u0631 0.90 \u06a9\u06cc \u0627\u0648\u0633\u0637 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u062a\u0645\u0627\u0645 46 .NET \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 4 \u0645\u06cc\u06ba \u0633\u06d2 2 \u06a9\u06cc \u0633\u0637\u062d \u0648\u0627\u067e\u0633 \u06a9\u06cc\u06d4 \u0627\u0646\u0679\u0631\u0645\u06cc\u0688\u06cc\u0679 \u0644\u06cc\u0648\u0644 \u067e\u0691\u06be\u0646\u0627 <em>\"\u062c\u0632\u0648\u06cc \u0645\u0645\u0627\u062b\u0644\u062a\u06d4 \u06a9\u0686\u06be \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0642\u0627\u0636\u06d2 \u067e\u0648\u0631\u06d2 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u062f\u06cc\u06af\u0631 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u063a\u0627\u0626\u0628 \u06c1\u06cc\u06ba \u06cc\u0627 \u0627\u0646 \u06a9\u06d2 \u067e\u0627\u0633 \u0628\u06c1\u062a \u06a9\u0645 \u062b\u0628\u0648\u062a \u06c1\u06cc\u06ba\u06d4\"<\/em> \u0627\u0648\u0631 \u0648\u06c1 \u0622\u062e\u0631\u06cc \u0634\u0642 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u067e\u0631 \u0641\u0679 \u0628\u06cc\u0679\u06be\u062a\u06cc \u06c1\u06d2\u06d4 \u0645\u0637\u0644\u0648\u0628\u06c1 \u0633\u0637\u062d \u0633\u06d2 \u0627\u0648\u067e\u0631 <em>\"\u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062a\u0645\u0627\u0645 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0636\u0631\u0648\u0631\u06cc\u0627\u062a \u06a9\u0627 \u0645\u0638\u0627\u06c1\u0631\u06c1 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4\"<\/em> \u0627\u06cc\u06a9 \u0686\u0648\u0691\u0627 \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u062f\u06be\u0627\u0631\u0627 \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0627\u0648\u067e\u0631 \u0627\u06cc\u06a9 \u062a\u0646\u06af \u062f\u06be\u0627\u0631\u060c \u0627\u0648\u0631 \u0645\u0627\u0688\u0644 \u0646\u06d2 \u0633\u0648\u0627\u0644 \u06a9\u0627 \u0635\u062d\u06cc\u062d \u062c\u0648\u0627\u0628 \u062f\u06cc\u0627\u06d4<\/p>\n<p>\u06a9\u0644\u0627\u0633 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u06cc\u06c1 \u0633\u06cc\u0691\u06be\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0633\u06a9\u0648\u0631\u0646\u06af \u06a9\u06d2 \u062a\u0645\u0627\u0645 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u062f\u0631\u062c\u06d2 \u06a9\u0648 \u067e\u0691\u06be\u06cc\u06ba \u0627\u0648\u0631 \u067e\u0648\u0686\u06be\u06cc\u06ba \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u06d2 \u0631\u06cc\u0632\u06cc\u0648\u0645\u0632 \u0622\u067e \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0648\u0632\u0648\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/p>\n<h4 id=\"heading-5-criteria-nobody-satisfies-are-penalties-not-criteria\">5. \u062c\u0633 \u0645\u0639\u06cc\u0627\u0631 \u067e\u0631 \u06a9\u0648\u0626\u06cc \u067e\u0648\u0631\u0627 \u0646\u06c1\u06cc\u06ba \u0627\u062a\u0631\u062a\u0627 \u0648\u06c1 \u062c\u0631\u0645\u0627\u0646\u06c1 \u06c1\u06d2\u060c \u0645\u0639\u06cc\u0627\u0631 \u0646\u06c1\u06cc\u06ba\u06d4<\/h4>\n<p>.NET \u0631\u0648\u0628\u0631\u06a9 \u0646\u06d2 36 \u0633\u06d2 82 \u062a\u06a9 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0688\u06cc\u0632\u0627\u0626\u0646\u0631 \u0631\u0648\u0628\u0631\u06a9 \u0646\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u0627\u0688\u0644 \u0627\u0648\u0631 \u0641\u0627\u0631\u0645\u0648\u0644\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 14 \u0633\u06d2 61 \u062a\u06a9 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u06d2\u060c \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0646\u0648\u0644 \u06a9\u06d2 \u062a\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u0645\u06cc\u06ba \u0628\u06c1\u062a \u06a9\u0645 \u062a\u063a\u06cc\u0631 \u062a\u06be\u0627\u060c \u062c\u0633 \u06a9\u06cc \u0627\u0648\u0633\u0637 0.18 \u0633\u06d2 \u06a9\u0645 \u062a\u06be\u06cc\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0633\u0648\u0627\u0644 \u062c\u0633 \u06a9\u0627 \u062c\u0648\u0627\u0628 \u06c1\u0631 \u06a9\u0648\u0626\u06cc \u06cc\u06a9\u0633\u0627\u06ba \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be \"\u0646\u06c1\u06cc\u06ba\" \u0645\u06cc\u06ba \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u06c1\u0631 \u0627\u0633\u06a9\u0648\u0631 \u0633\u06d2 \u0627\u06cc\u06a9 \u0645\u0633\u062a\u0642\u0644 \u06a9\u0648 \u06af\u06be\u0679\u0627 \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0633\u06cc \u06a9\u0648 \u0627\u0644\u06af \u0646\u06c1\u06cc\u06ba \u0686\u06be\u0648\u0691\u062a\u0627\u06d4 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u062a\u0642\u0633\u06cc\u0645 \u0627\u0633 \u0627\u0633\u06a9\u06cc\u0645\u0627 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\u0628\u0631\u0627\u0628\u0631 \u062a\u06be\u0627\u060c \u0627\u0648\u0631 \u0633\u0628 \u0633\u06d2 \u0637\u0648\u06cc\u0644 \u0631\u06cc\u0632\u06cc\u0648\u0645\u06d2 \u0646\u06d2 6,821 \u0628\u0646\u0627\u0626\u06d2\u060c \u0628\u0634\u0645\u0648\u0644 \u0633\u0648\u0627\u0644\u0627\u062a \u0627\u0648\u0631 \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06cc \u062a\u0641\u0635\u06cc\u0644\u06d4 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0628\u062f\u0639\u0646\u0648\u0627\u0646\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06cc \u0627\u06cc\u06a9 \u062d\u0642\u06cc\u0642\u06cc \u062c\u0627\u0626\u06cc\u062f\u0627\u062f \u06c1\u06d2 \u0627\u0648\u0631 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u0626\u06d2 \u0627\u06cc\u06a9 \u062d\u0642\u06cc\u0642\u06cc \u0645\u0633\u0626\u0644\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 <code>is_resume<\/code> \u0686\u0648\u0646\u06a9\u06c1 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<code>screening-criteria.default.json<\/code>. \u0627\u06af\u0631 \u0622\u067e \u062e\u0648\u062f \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0645\u06cc\u06ba \u06cc\u06c1 \u0633\u0646\u0646\u0627 \u067e\u0633\u0646\u062f \u06a9\u0631\u0648\u06ba \u06af\u0627 \u06a9\u06c1 \u0622\u067e \u0646\u06d2 \u0627\u067e\u0646\u06cc \u067e\u06c1\u0644\u06cc \u062f\u0648\u0691 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u06a9\u06cc\u0627\u060c \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0648\u06c1 \u0645\u0639\u06cc\u0627\u0631 \u062c\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0622\u067e \u0646\u06d2 \u0633\u0628 \u06a9\u0648 \u0627\u06cc\u06a9 \u06c1\u06cc \u0627\u0633\u06a9\u0648\u0631 \u067e\u0631 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627\u06d4 \u06c1\u0631 \u0631\u0648\u0628\u0631\u06a9 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0645\u062e\u0632\u0646 \u0645\u06cc\u06ba \u0645\u0648\u062c\u0648\u062f 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