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AI \u06a9\u06cc \u0645\u062f\u062f \u0633\u06d2 \u062a\u0631\u0642\u06cc \u06a9\u06cc\u0633\u06d2 \u06c1\u0648\u0626\u06cc\u061f<\/h2>\n<p>\u06a9\u0633\u06cc \u0628\u06be\u06cc \u0686\u06cc\u0632 \u06a9\u0648 \u0628\u0646\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u06cc\u06c1 \u06a9\u0648\u0688\u0646\u06af \u0645\u06cc\u06ba AI \u06a9\u06d2 \u0627\u0631\u062a\u0642\u0627 \u06a9\u0648 \u0633\u0645\u062c\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u067e\u06cc\u0634\u0631\u0641\u062a \u06a9\u0626\u06cc \u0645\u0631\u0627\u062d\u0644 \u0645\u06cc\u06ba \u06c1\u0648\u0626\u06cc\u060c \u06c1\u0631 \u0627\u06cc\u06a9 \u0646\u06d2 \u0627\u06cc\u06a9 \u0645\u062e\u0635\u0648\u0635 \u0645\u0633\u0626\u0644\u06c1 \u062d\u0644 \u06a9\u06cc\u0627 \u0627\u0648\u0631 \u0627\u06af\u0644\u06d2 \u0645\u0631\u062d\u0644\u06d2 \u06a9\u0648 \u0645\u0645\u06a9\u0646 \u0628\u0646\u0627\u06cc\u0627\u06d4<\/p>\n<p><em>\u0634\u06a9\u0644 1: AI \u06a9\u0648\u0688\u0646\u06af \u06a9\u06d2 \u067e\u0627\u0646\u0686 \u0645\u0631\u0627\u062d\u0644 \u062c\u0648 \u0622\u062c \u06a9\u06d2 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u0627 \u0628\u0627\u0639\u062b \u0628\u0646\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/em><\/p>\n<h3 id=\"heading-manual-coding\">\u062f\u0633\u062a\u06cc \u06a9\u0648\u0688\u0646\u06af<\/h3>\n<p>\u06c1\u0645\u0627\u0631\u06d2 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u06cc\u06ba\u060c \u0633\u0628 \u06a9\u0686\u06be \u06c1\u0627\u062a\u06be \u0633\u06d2 \u0644\u06a9\u06be\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627\u06d4 \u0627\u06cc\u0688\u06cc\u0679\u0631 \u0646\u06d2 \u0645\u062a\u0646 \u067e\u0631 \u0631\u0648\u0634\u0646\u06cc \u0688\u0627\u0644\u06cc \u0644\u06cc\u06a9\u0646 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\u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u06cc\u06a9\u06be\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u06cc\u0627\u06d4 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u0628\u062f\u0644 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-smart-autocomplete\">\u0627\u0633\u0645\u0627\u0631\u0679 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u06a9\u0645\u06cc\u0644<\/h3>\n<p>Tabnine \u0627\u0648\u0631 GitHub Copilot \u06a9\u06d2 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u0648\u0631\u0698\u0646 \u0646\u06d2 \u0642\u0631\u06cc\u0628\u06cc \u06a9\u0648\u0688 \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0627 \u0627\u0648\u0631 \u067e\u06cc\u0634 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u06a9\u06c1 \u0622\u06af\u06d2 \u06a9\u06cc\u0627 \u06c1\u0648\u06af\u0627\u06d4 \u062c\u0628 \u0622\u067e \u0641\u0646\u06a9\u0634\u0646 \u0644\u06a9\u06be\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>calculateInvoiceTotal(items)<\/code>\u0679\u0648\u0644 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Before suggesting anything, please:\n\n1. Read the invoice, payment, and email-sending code in this repo.\n2. Tell me how invoices are created and where their status is stored.\n3. Tell me how transactional emails are sent today.\n4. Tell me whether we already have a background job system or scheduler.\n5. List the files that would most likely change if we added reminders.\n\nDo not write any code yet. I want a clear map first.\n<\/code><\/pre>\n<p>\u0645\u0646\u062f\u0631\u062c\u06c1 \u0628\u0627\u0644\u0627 \u067e\u0631\u0627\u0645\u067e\u0679 \u06a9\u0648 \u06a9\u0626\u06cc \u0637\u0631\u06cc\u0642\u0648\u06ba \u0633\u06d2 \u0644\u06a9\u06be\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 CLAUDE.md \u0645\u06cc\u06ba \u0648\u0627\u0636\u062d \u0645\u06cc\u067e\u0646\u06af \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06cc\u0627 \u0622\u067e \u0628\u06c1\u062a\u0631 \u0646\u062a\u0627\u0626\u062c \u06a9\u06d2 \u0644\u06cc\u06d2 AI \u06a9\u0648 \u0645\u0632\u06cc\u062f \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e docs \u0641\u0648\u0644\u0688\u0631 \u0633\u06d2 \u0628\u06be\u06cc \u0631\u062c\u0648\u0639 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0642\u0635\u062f 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6\u06d4<\/strong> \u0646\u0626\u06d2 \u0633\u06cc\u0634\u0646 \u06a9\u06cc \u0644\u0627\u062c\u0633\u0679\u06a9\u0633 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u067e\u0648\u0686\u06be\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0622\u06c1\u0633\u062a\u06c1 \u0633\u06d2 \u067e\u0691\u06be\u06cc\u06ba\u06d4 \u06a9\u0686\u06be \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba \u062c\u06cc\u0633\u06d2 &quot;\u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u06cc\u06ba \u067e\u0631\u0648\u0633\u06cc\u0633 \u0634\u062f\u06c1 \u0627\u0646\u0648\u0627\u0626\u0633 ID \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4&#8221; \u06cc\u06c1 \u0627\u06cc\u06a9 \u0633\u0631\u062e \u062c\u06be\u0646\u0688\u0627 \u06c1\u06d2\u06d4 \u062c\u0628 \u0622\u067e \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0636\u0627\u0626\u0639 \u06c1\u0648 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\u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4 <code>prompt \u2192 generate \u2192 run \u2192 paste error \u2192 repeat<\/code>. \u0633\u0628 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062a\u0631\u0642\u06cc \u06a9\u0648 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4 \u062f\u0648\u0633\u0631\u0627 \u0627\u06cc\u06a9 \u0628\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u062a\u0631\u0642\u06cc \u06c1\u06d2 \u062c\u0648 \u067e\u06cc\u0645\u0627\u0646\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u067e\u0648\u0631\u0627 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0648\u06c1 \u0686\u06cc\u0632 \u06c1\u06d2 \u062c\u0633\u06d2 \u0622\u067e \u0622\u062c \u062e\u0648\u062f \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u06cc\u06a9\u0634\u0646 7 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06af\u06d2 \u06a9\u06c1 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0633 \u0637\u0631\u062d 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\u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0686\u06be\u0648\u0679\u0627 \u0633\u0627 \u063a\u0644\u0637 \u0645\u0641\u0631\u0648\u0636\u06c1 \u0645\u062a\u0639\u062f\u062f \u0641\u0627\u0626\u0644\u0648\u06ba \u0645\u06cc\u06ba \u067e\u06be\u06cc\u0644 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u0622\u067e \u0646\u0648\u0679\u0633 \u0644\u06cc\u06ba\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1779470028_711_\u06a9\u0644\u0627\u0688-\u06a9\u0648\u0688-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u0633\u0627\u0641\u0679-\u0648\u06cc\u0626\u0631-\u0641\u06cc\u06a9\u0679\u0631\u06cc-\u06a9\u06cc\u0633\u06d2.png\" alt=\"240b1d48-4181-43dc-8f68-378e562ce67f\" style=\"display:block;margin:0 auto\" width=\"2172\" height=\"724\" loading=\"lazy\" title=\"\"><\/p>\n<p><em>\u0634\u06a9\u0644 3: \u0645\u0628\u06c1\u0645 \u067e\u06cc\u063a\u0627\u0645\u0627\u062a \u06a9\u0633 \u0637\u0631\u062d \u0646\u0642\u0635\u0627\u0646 \u067e\u06c1\u0646\u0686\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633 \u0633\u06d2 \u0646\u06a9\u0644\u0646\u06d2 \u06a9\u0627 \u0648\u0627\u062d\u062f \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2\u06d4<\/em><\/p>\n<p>\u062d\u0642\u06cc\u0642\u06cc \u0645\u062b\u0627\u0644\u06d4 \u06a9\u0644\u0627\u0688 \u06a9\u0648 \u062f\u0631\u062c \u0630\u06cc\u0644 \u067e\u06cc\u063a\u0627\u0645 \u0628\u06be\u06cc\u062c\u06cc\u06ba:<\/p>\n<blockquote>\n<p>\u0627\u067e\u0646\u06d2 SaaS \u0645\u06cc\u06ba \u0633\u0628\u0633\u06a9\u0631\u067e\u0634\u0646 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u0648 \u0633\u0628\u0633\u06a9\u0631\u067e\u0634\u0646\u0632 \u0628\u0646\u0627\u0646\u06d2 \u0627\u0648\u0631 \u0628\u0639\u062f \u0645\u06cc\u06ba \u0645\u0646\u0633\u0648\u062e \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<\/blockquote>\n<p>\u067e\u0631\u0627\u0645\u067e\u0679 \u0628\u06c1\u062a \u0648\u0633\u06cc\u0639 \u06c1\u06d2\u06d4 AI \u0645\u0644\u06a9\u06cc\u062a \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0686\u06be \u0627\u0633 \u0637\u0631\u062d \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-text\">User\n\u2514\u2500\u2500 Subscription\n      \u251c\u2500\u2500 planName\n      \u251c\u2500\u2500 status\n      \u2514\u2500\u2500 renewalDate\n<\/code><\/pre>\n<p>\u0633\u0637\u062d \u067e\u0631 \u06cc\u06c1 \u0627\u0686\u06be\u0627 \u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u06be\u0631 \u06c1\u0645\u06cc\u06ba \u0627\u0635\u0644 \u06a9\u0627\u0631\u0648\u0628\u0627\u0631\u06cc \u0627\u0635\u0648\u0644 \u06cc\u0627\u062f \u0622\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0627\u06a9\u0627\u0624\u0646\u0679 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0633\u06d2 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0633\u0628\u0633\u06a9\u0631\u067e\u0634\u0646 \u06a9\u0645\u067e\u0646\u06cc \u0633\u06d2 \u062a\u0639\u0644\u0642 \u0631\u06a9\u06be\u062a\u06cc \u06c1\u06d2 \u0627\u0646\u0641\u0631\u0627\u062f\u06cc \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u06cc \u0646\u06c1\u06cc\u06ba\u06d4 \u0641\u0631\u0642 \u0628\u06c1\u062a \u0628\u0691\u0627 \u06c1\u06d2 \u0627\u0648\u0631 AI \u067e\u06c1\u0644\u06d2 \u06c1\u06cc \u063a\u0644\u0637 \u0645\u0627\u0644\u06a9 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u0631 \u0686\u06a9\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u0633 \u06a9\u06c1\u06cc\u06ba &quot;\u0646\u06c1\u06cc\u06ba\u060c \u0633\u0628\u0633\u06a9\u0631\u067e\u0634\u0646 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06cc \u06c1\u06d2&#8221; \u0627\u0648\u0631 \u06a9\u0644\u0627\u0688 \u0627\u0633\u06d2 \u067e\u06cc\u0686 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u06d2 \u06af\u0627\u06d4 \u0622\u067e \u062f\u0648\u0646\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062e\u062a\u0645 <code>user.subscriptionId<\/code> \u0627\u0648\u0631 <code>company.subscriptionId<\/code> \u0627\u062f\u06be\u0631 \u0627\u062f\u06be\u0631 \u0627\u062f\u06be\u0631 \u0627\u062f\u06be\u0631 \u0686\u06cc\u0632\u06cc\u06ba \u0686\u0644 \u0631\u06c1\u06cc \u06c1\u06cc\u06ba\u060c \u062f\u0641\u0627\u0639\u06cc \u062a\u0628\u0635\u0631\u06d2 \u062c\u0648 \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u0646\u06d2 \u0686\u0627\u06c1\u0626\u06cc\u06ba\u060c \u06a9\u0648\u0688 \u06a9\u0627 \u0646\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u0628 \u0628\u06be\u06cc \u067e\u0631\u0627\u0646\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc \u0637\u0631\u062d \u0628\u0631\u062a\u0627\u0624 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0648\u063a\u06cc\u0631\u06c1\u06d4<\/p>\n<blockquote>\n<p><strong>\u0627\u0646\u06af\u0648\u0679\u06be\u06d2 \u06a9\u0627 \u0627\u0635\u0648\u0644:<\/strong> \u0627\u06af\u0631 AI \u0686\u06be\u0648\u0679\u06cc \u0633\u06cc \u0679\u0627\u0626\u067e\u0646\u06af \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u0627\u0633\u06d2 \u0627\u0646 \u0644\u0627\u0626\u0646 \u062f\u0631\u0633\u062a \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u0622\u067e \u063a\u0644\u0637 \u0622\u0631\u06a9\u06cc\u0679\u06cc\u06a9\u0686\u0631\u0644 \u0642\u06cc\u0627\u0633 \u0622\u0631\u0627\u0626\u06cc\u0627\u06ba \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0628\u0627\u062a \u0686\u06cc\u062a \u0628\u0646\u062f \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0645\u0636\u0628\u0648\u0637 \u0627\u0634\u0627\u0631\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0646\u06cc\u0627 \u0633\u06cc\u0634\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u06d4 \u0686\u06be\u0648\u0679\u06cc \u0686\u06be\u0648\u0679\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u0679\u06be\u06cc\u06a9 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u06af\u06c1\u0631\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u062f\u0627\u063a\u062f\u0627\u0631 \u06af\u0641\u062a\u06af\u0648 \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u0628\u0627\u0646\u062f\u06be\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<\/blockquote>\n<p>\u0627\u06cc\u06a9 \u0635\u0627\u0641 \u0633\u062a\u06be\u0631\u0627 \u0639\u0645\u0644 \u06cc\u06c1 \u06c1\u0648\u06af\u0627 \u06a9\u06c1 \u0686\u06cc\u0679 \u06a9\u0648 \u062d\u0630\u0641 \u06a9\u0631\u06cc\u06ba\u060c \u0627\u0635\u0644 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0644\u0627\u06af\u0648 \u0642\u0648\u0627\u0646\u06cc\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062f\u0648\u0628\u0627\u0631\u06c1 \u0622\u063a\u0627\u0632 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-text\">We need subscription management for our SaaS.\n\nImportant business rules:\n- Subscriptions belong to a company account, not an individual user.\n- A company can have many users.\n- Only company admins can change the subscription.\n- Billing history is visible to admins only.\n- Cancelled subscriptions remain active until the end of the billing period.\n\nBefore writing code, inspect our existing account, user, and billing models.\nThen suggest an implementation plan. Do not edit files yet.\n<\/code><\/pre>\n<p>AI \u0627\u0628 \u0635\u062d\u06cc\u062d \u0630\u06c1\u0646\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0634\u0631\u0648\u0639 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u06c1\u0644\u0627 \u0648\u0631\u0698\u0646 \u0627\u06cc\u06a9 \u0627\u0646\u062f\u0627\u0632\u06c1 \u06c1\u06d2\u06d4 \u062f\u0648\u0633\u0631\u0627 \u0648\u0631\u0698\u0646 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-habit-3-pin-the-ai-to-your-installed-versions\">\u0639\u0627\u062f\u062a 3: AI \u06a9\u0648 \u0627\u0646\u0633\u0679\u0627\u0644 \u0634\u062f\u06c1 \u0648\u0631\u0698\u0646 \u067e\u0631 \u0686\u0633\u067e\u0627\u06ba \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u0645\u0627\u0688\u0644\u0632 \u0628\u06c1\u062a \u0633\u0627\u0631\u06cc \u0686\u06cc\u0632\u06cc\u06ba \u062c\u0627\u0646\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u0648\u06c1 \u06c1\u0645\u06cc\u0634\u06c1 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9\u060c \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0648\u06ba\u060c \u06cc\u0627 \u0679\u06cc\u0645 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u06a9\u06d2 \u0635\u062d\u06cc\u062d \u0648\u0631\u0698\u0646 \u0646\u06c1\u06cc\u06ba \u062c\u0627\u0646\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0628\u06be\u06cc \u06a9\u0628\u06be\u06cc \u0648\u06c1 \u067e\u0631\u0627\u0646\u06d2 \u062a\u0631\u0628\u06cc\u062a\u06cc \u0688\u06cc\u0679\u0627 \u0633\u06d2 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0628\u0639\u0636 \u0627\u0648\u0642\u0627\u062a \u0648\u06c1 \u0639\u0645\u0648\u0645\u06cc \u062c\u0648\u0627\u0628\u0627\u062a \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u062a\u06cc\u0646 \u0633\u0627\u0644 \u067e\u06c1\u0644\u06d2 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0645 \u06a9\u0631 \u0686\u06a9\u06d2 \u06c1\u0648\u06ba \u06af\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0622\u067e \u06a9\u06d2 \u0645\u0648\u062c\u0648\u062f\u06c1 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0646\u0627\u0633\u0628 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0628\u06c1\u062a\u0631 \u0627\u0634\u0627\u0631\u06d2 AI \u06a9\u0648 \u062e\u0648\u062f \u06a9\u0648 \u0627\u0635\u0644 \u0627\u0646\u0633\u0679\u0627\u0644 \u0634\u062f\u06c1 \u0648\u0631\u0698\u0646 \u067e\u0631 \u0645\u0628\u0646\u06cc \u06a9\u0631\u0646\u06d2 \u067e\u0631 \u0645\u062c\u0628\u0648\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-text\">Before writing code, inspect this project's structure and package.json.\n\nThis project uses Next.js App Router. Use the authentication library\nversion that is actually installed. Look up the current docs for that\nspecific version. Then explain the recommended file structure before\nediting anything.\n<\/code><\/pre>\n<p>Tailwind \u0648\u0631\u0698\u0646\u0632\u060c Stripe SDK \u0648\u0631\u0698\u0646\u0632\u060c Prisma migrations\u060c React 18 \u0627\u0648\u0631 19 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0641\u0631\u0642 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u06c1\u06cc \u062e\u06cc\u0627\u0644\u06d4 \u062c\u06c1\u0627\u06ba \u0628\u06be\u06cc \u062d\u0642\u06cc\u0642\u06cc \u0648\u0631\u0698\u0646-\u067e\u06cc\u0679\u0631\u0646 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u06c1\u0648\u060c AI \u06a9\u0648 \u062a\u0631\u0628\u06cc\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u0627\u0646\u0633\u0679\u0627\u0644 \u0634\u062f\u06c1 \u0648\u0631\u0698\u0646\u0632 \u0627\u0648\u0631 \u0645\u0648\u062c\u0648\u062f\u06c1 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u06cc 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<code>CLAUDE.md<\/code> Next.js + Node.js SaaS \u0628\u0644\u0646\u06af \u0627\u06cc\u067e \u06a9\u06d2 \u0644\u06cc\u06d2:<\/p>\n<pre><code class=\"language-markdown\"># Project Instructions\n\nThis is a SaaS billing application.\n\n## Stack\n\n- Next.js 14 (App Router) with TypeScript\n- Node.js services for billing and email\n- Prisma + PostgreSQL\n- Auth.js for authentication\n- Resend for transactional email\n- BullMQ for background jobs\n\n## Commands\n\n- npm run dev - start the dev server\n- npm test - run unit tests\n- npm run typecheck - type-check the project\n- npm run lint - lint the project\n- npx prisma migrate dev - run migrations locally\n\n## Architecture\n\n- Business logic lives in services or domain modules.\n- API routes stay thin and call into services.\n- Use the existing email template system; do not add a new one.\n- The BullMQ worker handles all scheduled jobs. Do not add cron.\n- Tenant isolation is enforced at the service layer, not the route.\n\n## Documentation\n\nFor deeper context, consult these before guessing:\n\n- `docs\/architecture.md` \u2014 service boundaries, request flow, tenant isolation model\n- `docs\/billing.md` \u2014 Stripe webhook handling, invoice lifecycle, proration rules\n- `docs\/email.md` \u2014 template system, Resend setup, list of available templates\n- `docs\/jobs.md` \u2014 BullMQ queue names, job patterns, retry\/backoff policy\n- `docs\/db.md` \u2014 schema conventions, tenant isolation patterns, soft-delete rules\n- `docs\/runbooks\/` \u2014 production incident runbooks\n- `prisma\/schema.prisma` \u2014 source of truth for the data model\n- ADRs in `docs\/adr\/` \u2014 past architecture decisions; read before contradicting one\n\nFor Next.js, Prisma, Auth.js, BullMQ, or Resend specifics, check the official docs rather than guessing.\n\n## Testing\n\n- Every feature has success, validation failure, and not-found tests.\n- Use test data builders, not inline setup objects.\n- Do not mock the database unless existing tests do.\n\n## Don't do\n\n- Do not log raw payment payloads.\n- Do not return database errors directly to the client.\n- Do not edit migrations after they have been merged.\n<\/code><\/pre>\n<blockquote>\n<p><strong>\u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u0627<\/strong> <code>CLAUDE.md<\/code> <strong>\u0679\u06be\u0648\u0633<\/strong> 100 \u0633\u06d2 300 \u0644\u0627\u0626\u0646\u06cc\u06ba \u0635\u062d\u062a \u0645\u0646\u062f \u06c1\u06cc\u06ba\u06d4 \u0627\u06af\u0631 \u0627\u06cc\u06a9 \u0633\u06cc\u06a9\u0634\u0646 \u0627\u06cc\u06a9 \u06a9\u062b\u06cc\u0631 \u0645\u0631\u062d\u0644\u06c1 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0627\u0631 \u0645\u06cc\u06ba \u0628\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0648\u06c1 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0627\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0633\u06d2 \u062a\u0639\u0644\u0642 \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u060c \u062a\u06a9\u0646\u06cc\u06a9 \u0633\u06d2 \u0646\u06c1\u06cc\u06ba\u06d4 <code>CLAUDE.md<\/code>. <code>CLAUDE.md<\/code> \u06cc\u06c1 \u062d\u0642\u0627\u0626\u0642 \u0627\u0648\u0631 \u0642\u0648\u0627\u0639\u062f \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06d2\u06d4 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u0627\u062c\u0632\u0627\u0621 \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06d2:<\/p>\n<\/blockquote>\n<blockquote>\n<p><strong>\u0622\u067e \u06a9\u06cc \u062a\u0631\u0642\u06cc \u06a9\u06d2 \u0631\u0627\u0632<\/strong> <code>CLAUDE.md<\/code> <strong>\u06cc\u0642\u06cc\u0646\u0627<\/strong> \u062c\u0628 \u0628\u06be\u06cc \u0622\u067e \u06a9\u0627 AI \u06a9\u0648\u0626\u06cc \u0627\u06cc\u0633\u06cc \u063a\u0644\u0637\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0622\u067e \u06a9\u0648 \u062d\u06cc\u0631\u0627\u0646 \u06a9\u0631 \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u060c \u0627\u067e\u0646\u06d2 \u0622\u067e \u0633\u06d2 \u067e\u0648\u0686\u06be\u06cc\u06ba \u06a9\u06c1 \u06a9\u06cc\u0627 \u0627\u0633 \u06a9\u06d2 \u06a9\u0648\u0626\u06cc \u0627\u0635\u0648\u0644 \u06c1\u06cc\u06ba\u061f <code>CLAUDE.md<\/code> \u0627\u0633 \u0633\u06d2 \u0631\u0648\u06a9\u0627 \u06c1\u0648\u062a\u0627\u06d4 \u0642\u0648\u0627\u0639\u062f \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u06a9\u0626\u06cc \u06c1\u0641\u062a\u0648\u06ba \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646\u060c \u0622\u067e \u06a9\u06d2 <code>CLAUDE.md<\/code> AI \u06a9\u06d2 \u063a\u0644\u0637 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0645\u0641\u0631\u0648\u0636\u06d2 \u06a9\u0627 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u0645\u0648\u062c\u0648\u062f \u06c1\u0648\u06af\u0627\u060c \u0627\u0648\u0631 \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06d2 \u0633\u06cc\u0634\u0646\u0632 \u06a9\u0648 \u0646\u0645\u0627\u06cc\u0627\u06ba \u0637\u0648\u0631 \u067e\u0631 \u0628\u06c1\u062a\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n<\/blockquote>\n<h3 id=\"heading-skills-the-workflows-you-keep-retyping\">\u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc: \u0648\u0631\u06a9 \u0641\u0644\u0648\u0632 \u062c\u0648 \u0628\u0627\u0631 \u0628\u0627\u0631 \u0679\u0627\u0626\u067e \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u06c1\u0646\u0631 \u0686\u06be\u0648\u0679\u06d2 \u0641\u0648\u0644\u0688\u0631 \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u0633 \u0637\u0631\u062d \u0646\u0638\u0631 \u0622\u062a\u06d2 \u06c1\u06cc\u06ba: <code>SKILL.md<\/code> \u0641\u0627\u0626\u0644 \u06a9\u06d2 \u0627\u0646\u062f\u0631\u06d4 \u06a9\u0644\u0627\u0688 \u0627\u0633\u0679\u0627\u0631\u0679 \u0627\u067e \u0645\u06cc\u06ba \u062a\u0645\u0627\u0645 \u0645\u06c1\u0627\u0631\u062a\u0648\u06ba \u06a9\u06d2 \u0646\u0627\u0645 \u0627\u0648\u0631 \u062a\u0641\u0635\u06cc\u0644 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u062c\u0633\u0645 \u06a9\u0648 \u0635\u0631\u0641 \u0627\u0633 \u0648\u0642\u062a \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u06a9\u0633\u06cc \u0645\u06c1\u0627\u0631\u062a \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06d4 \u067e\u0631\u0648\u06af\u0631\u06cc\u0633\u0648 \u0644\u0648\u0688\u0646\u06af \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0633\u0633\u062a \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u062f\u0631\u062c\u0646\u0648\u06ba \u062a\u06a9\u0646\u06cc\u06a9\u0648\u06ba \u06a9\u0648 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u0627 \u0633\u0633\u062a\u0627 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06a9\u0633\u0627\u06ba \u06c1\u062f\u0627\u06cc\u0627\u062a \u06a9\u0648 \u0627\u067e\u0646\u06cc \u0686\u06cc\u0679 \u0645\u06cc\u06ba \u0686\u0633\u067e\u0627\u06ba \u06a9\u0631\u062a\u06d2 \u0631\u06c1\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u067e\u0646\u06cc \u0645\u06c1\u0627\u0631\u062a\u06cc\u06ba \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba: \u06a9\u0645\u0679 \u0641\u0627\u0631\u0645\u06cc\u0679\u060c \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u0686\u06cc\u06a9 \u0644\u0633\u0679\u060c \u062a\u0639\u0645\u06cc\u0631\u0627\u062a\u06cc \u0639\u0645\u0644\u060c PR \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u06a9\u0627 \u0646\u0645\u0648\u0646\u06c1 \u0648\u063a\u06cc\u0631\u06c1\u06d4 <code>CLAUDE.md<\/code> \u062d\u0642\u0627\u0626\u0642 \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u067e\u0646\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u0635\u0627\u0641 \u0686\u0627\u0644 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u0648 \u0645\u06c1\u0627\u0631\u062a \u062e\u0648\u062f \u0644\u06a9\u06be\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06a9\u0644\u0627\u0688 \u06cc\u06c1 \u0622\u067e \u06a9\u06d2 \u0644\u06cc\u06d2 \u0644\u06a9\u06be\u06d2 \u06af\u0627\u06d4 \u0627\u067e\u0646\u06d2 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u06be\u0648\u0644\u06cc\u06ba \u0627\u0648\u0631 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u0648\u0686\u06be\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">I want to create a Claude Code skill that captures how I build a production feature on this project. The skill should cover:\n\n1. How to read CLAUDE.md and the technical brief before writing code.\n\n2. How to look at 2-3 existing similar features and match their\n   patterns.\n\n3. How to write unit tests alongside the production code as normal good engineering (not as a strict TDD red-green loop).\n\n4. How to run typecheck, lint, and the test suite at the end.\n\n5. The conventions our codebase already follows: naming, error handling, where business logic lives, how tests are structured.\n\nCreate the skill at .claude\/skills\/build-with-tests\/SKILL.md.\nUse the recommended Claude Code skill format with proper YAML\nfrontmatter (name, description). Make the description specific\nenough that the skill triggers automatically when I ask to\nbuild, implement, or extend a feature.\n\nShow me the file before writing it.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u0645\u0648\u062c\u0648\u062f\u06c1 \u06a9\u0648\u0688 \u06a9\u0648 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u067e\u06cc\u0679\u0631\u0646 \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0645\u06c1\u0627\u0631\u062a \u06a9\u06cc \u0641\u0627\u0626\u0644\u06cc\u06ba \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u06ba\u060c \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0686\u06cc\u0632 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba \u062c\u0648 \u0622\u067e \u06a9\u06d2 \u0630\u0627\u0626\u0642\u06c1 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0646\u06c1 \u06c1\u0648\u060c \u0627\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 \u06c1\u0646\u0631 \u0627\u0628 \u0630\u062e\u06cc\u0631\u06d2 \u06a9\u0627 \u062d\u0635\u06c1 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06d2 \u062a\u0645\u0627\u0645 \u0633\u06cc\u0634\u0646\u0632 \u0645\u06cc\u06ba \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0644\u0627\u0688 \u06a9\u06d2 \u06c1\u0646\u0631 \u0645\u0646\u062f \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0627\u0631 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0646\u0626\u06cc \u0645\u06c1\u0627\u0631\u062a\u0648\u06ba \u06a9\u0648 \u0628\u0648\u0679\u0633\u0679\u0631\u06cc\u067e \u0628\u06be\u06cc \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>\/skill-creator create me a new skill...<\/code>.<\/p>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648 \u0641\u0627\u0626\u0644\u06cc\u06ba \u0628\u0646\u0627\u0626\u06d2 \u06af\u0627 \u0627\u0646 \u06a9\u06cc \u0627\u0642\u0633\u0627\u0645 \u06cc\u06c1 \u06c1\u06cc\u06ba:<\/p>\n<pre><code class=\"language-markdown\">---\nname: build-with-tests\ndescription: Use this skill when implementing a feature or extending existing behaviour. Reads CLAUDE.md and the technical brief first, matches existing patterns, writes production code with unit tests alongside it, and runs the project's typecheck and test commands at the end. Triggers on: \"build\", \"implement\", \"add\", \"extend\", \"ship the feature\".\n---\n\nProcess:\n\n1. Read CLAUDE.md so you know the project rules and stack.\n2. Read the technical brief so you stay inside its scope.\n3. Look at 2-3 similar features in the codebase. Note their file layout, naming, error handling, and test structure.\n4. Implement the feature in the smallest coherent steps you can.\nFor each step:\n   - Write the production code.\n   - Write a unit test that covers the new behaviour.\n   - Run the test and confirm it passes.\n5. When the feature is complete, run the full typecheck, lint,\n   and test commands from CLAUDE.md.\n6. Return a short summary: files changed, patterns reused, any\n   rule you would suggest adding to CLAUDE.md.\n\nConventions used in this project:\n\n- File names follow the existing folder structure.\n- Tests live next to the code they cover (or in tests\/ if that\n  is the existing pattern).\n- Use builders from test\/builders\/ for any entity setup.\n- Cover success, validation failure, and one edge case per\n  behaviour.\n\nRules:\n\n- Do not refactor unrelated code.\n- Do not change files outside the agreed scope.\n- Do not add new dependencies without explicit instruction.\n- If you cannot make the tests pass without violating a rule,\n  stop and report the conflict.\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0627\u0633 \u0645\u06c1\u0627\u0631\u062a \u06a9\u0648 \u0628\u0686\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u06a9\u0648 \u06c1\u0631 \u0628\u0627\u0631 \u0627\u0633 \u0639\u0645\u0644 \u06a9\u0648 \u067e\u06cc\u0633\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0622\u067e \u0627\u0633\u06d2 \u0627\u0633 \u0637\u0631\u062d \u0644\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">Use the build-with-tests skill to implement the invoice reminder service.\n<\/code><\/pre>\n<blockquote>\n<p><strong>\u0645\u06c1\u0627\u0631\u062a \u06a9\u06cc \u0633\u0628 \u0633\u06d2 \u0639\u0627\u0645 \u063a\u0644\u0637\u06cc\u0627\u06ba\u06d4<\/strong> \u0645\u06cc\u06af\u0627 \u0633\u06a9\u0644\u0632 \u0633\u06d2 \u0628\u0686\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f SKILL.md \u062c\u0648 \u06a9\u0645\u0679\u060c PRs\u060c \u0628\u0631\u0627\u0646\u0686 \u06a9\u0627 \u0646\u0627\u0645 \u062f\u06cc\u0646\u06d2\u060c \u0627\u0648\u0631 \u0644\u0627\u06af \u0627\u067e\u0688\u06cc\u0679\u0633 \u06a9\u0648 \u0628\u06cc\u06a9 \u0648\u0642\u062a \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u0645 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062c\u0628 \u062f\u0648\u0646\u0648\u06ba \u062d\u0635\u0648\u06ba \u0645\u06cc\u06ba \u0645\u062a\u0635\u0627\u062f\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0627\u0644\u062c\u06be\u0627 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633\u06d2 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0627\u0686\u06be\u06cc \u0645\u06c1\u0627\u0631\u062a \u0627\u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u067e\u0631 \u0641\u0679 \u0628\u06cc\u0679\u06be\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<\/blockquote>\n<h3 id=\"heading-hooks-automatic-gates-and-workflow-triggers\">\u06c1\u06a9\u0633: \u062e\u0648\u062f\u06a9\u0627\u0631 \u06af\u06cc\u0679\u0633 \u0627\u0648\u0631 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0679\u0631\u06af\u0631\u0632<\/h3>\n<p>AI \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u06d2 \u06a9\u0686\u06be \u062d\u0635\u0648\u06ba \u06a9\u0648 \u06cc\u0627\u062f \u0631\u06a9\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0645\u0627\u0688\u0644 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u0626\u06d2\u06d4<\/p>\n<p>\u0622\u067e \u06a9\u0648 \u0627\u06cc\u06a9 \u067e\u0631\u0627\u0645\u067e\u0679 \u0646\u0638\u0631 \u0622 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 &quot;\u0645\u06a9\u0645\u0644 \u06c1\u0648\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0679\u06cc\u0633\u0679 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4&#8221; <code>CLAUDE.md<\/code> \u0622\u067e \u06a9\u06c1\u06c1 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c &quot;\u062e\u0641\u06cc\u06c1 \u0641\u0627\u0626\u0644\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4&#8221; \u062a\u06a9\u0646\u06cc\u06a9 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06a9\u06c1\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 &quot;PR \u06a9\u06be\u0648\u0644\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f \u06a9\u06cc \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u06cc\u06ba&#8221;\u06d4 \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0627\u0628 \u0628\u06be\u06cc \u0627\u06cc\u06a9 \u0631\u06c1\u0646\u0645\u0627 \u062e\u0637\u0648\u0637 \u06c1\u06d2\u06d4 \u0622\u067e \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0628\u06be\u0648\u0644 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba. \u0645\u0627\u0688\u0644\u0632 \u0627\u0633\u06d2 \u0686\u06be\u0648\u0691\u0646\u06d2 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u06a9\u0633 \u0645\u062e\u062a\u0644\u0641 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u06a9\u0633 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc\u0627\u06ba \u06c1\u06cc\u06ba \u062c\u0648 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u0633\u06cc\u0634\u0646 \u0644\u0627\u0626\u0641 \u0633\u0627\u0626\u06cc\u06a9\u0644 \u0645\u06cc\u06ba \u0645\u062e\u0635\u0648\u0635 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u067e\u0631 \u0686\u0644\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0627\u0633 \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u0627\u0633\u06d2 \u06a9\u0633 \u0637\u0631\u062d \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0622\u067e \u0634\u06cc\u0644 \u06a9\u0645\u0627\u0646\u0688 \u0686\u0644\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c HTTP \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 \u067e\u0631 \u06a9\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06cc\u0627 \u067e\u0631\u0627\u0645\u067e\u0679 \u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679 \u067e\u0631 \u0645\u0628\u0646\u06cc \u0627\u0633\u06a9\u06cc\u0646 \u06a9\u0648 \u0645\u062a\u062d\u0631\u06a9 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u062a\u0648 \u06c1\u06a9\u0633 \u062f\u0648 \u0645\u0642\u0627\u0635\u062f \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0641\u06cc\u062f \u06c1\u06cc\u06ba\u06d4<\/p>\n<ol>\n<li>\n<p><strong>\u06af\u06cc\u0679\u0633\u06d4<\/strong> \u0627\u06af\u0631 \u06a9\u0686\u06be \u063a\u06cc\u0631 \u0645\u062d\u0641\u0648\u0638 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u0631\u0648\u06a9\u06cc\u06ba \u06cc\u0627 \u062e\u0628\u0631\u062f\u0627\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0631\u06a9 \u0641\u0644\u0648 \u0679\u0631\u06af\u0631\u06d4<\/strong> \u062c\u0628 \u06a9\u0686\u06be \u0627\u06c1\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u06cc\u06c1 \u062f\u0648\u0633\u0631\u06d2 \u0633\u0633\u0679\u0645\u0632 \u06a9\u0648 \u0645\u0637\u0644\u0639 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ol>\n<p>\u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0645\u06cc\u06ba\u060c \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u06c1\u06a9\u0633 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u067e\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0646\u0627\u0641\u0630 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06c1\u06a9\u0633 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0644\u0627\u0626\u0641 \u0633\u0627\u0626\u06cc\u06a9\u0644 \u0648\u0627\u0642\u0639\u0627\u062a \u067e\u0631 \u0686\u0644 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p><code>UserPromptSubmit<\/code>: \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u06a9\u0644\u0627\u0688 \u067e\u0631\u0627\u0645\u067e\u0679 \u067e\u0631 \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u0631\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><code>PreToolUse<\/code>: \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u06a9\u0644\u0627\u0688 \u0679\u0648\u0644 \u0686\u0644\u0627\u0626\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><code>PostToolUse<\/code>: \u0679\u0648\u0644 \u06a9\u06d2 \u06a9\u0627\u0645\u06cc\u0627\u0628 \u06c1\u0648\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f<\/p>\n<\/li>\n<li>\n<p><code>Stop<\/code>: \u062c\u0628 \u06a9\u0644\u0627\u0688 \u0646\u06d2 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u0627 \u062e\u062a\u0645 \u06a9\u0631 \u062f\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><code>SubagentStart<\/code>: \u062c\u0628 \u0633\u0628\u062c\u06cc\u0646\u0679 \u0634\u0631\u0648\u0639 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><code>SubagentStop<\/code>: \u062c\u0628 \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0645\u06a9\u0645\u0644 \u06c1\u0648 \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u0627\u0648\u0631 \u0645\u0641\u06cc\u062f \u06c1\u06a9 \u067e\u0631\u06cc \u06a9\u0645\u0679 \u06af\u06cc\u0679 \u06c1\u06d2\u060c \u062c\u0648 \u0627\u0633\u0646\u0627\u062f \u06a9\u06cc \u0641\u0627\u0626\u0644 \u06a9\u0648 \u06a9\u0645\u0679\u0645\u0646\u0679 \u06c1\u0648\u0646\u06d2 \u0633\u06d2 \u0631\u0648\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 <code>.claude\/hooks\/pre-commit.sh<\/code>:<\/p>\n<pre><code class=\"language-bash\">#!\/usr\/bin\/env bash\n# Block commits that would include sensitive files.\n\nif git diff --cached --name-only \n   | grep -qE '.(env|key|pem)$|secrets.json|creds.md'; then\n  echo \"BLOCKED: attempt to commit sensitive files\"\n  exit 1\nfi\n<\/code><\/pre>\n<p>\u06a9\u0645\u0679 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06c1\u06a9 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u0633\u06d2 \u062c\u0691\u06cc\u06ba\u06d4 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u0646\u062d\u0648 \u0622\u0641\u06cc\u0634\u0644 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06c1\u06a9\u0633 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0645\u06cc\u06ba \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 JSON \u06a9\u06cc \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0627\u0633 \u0637\u0631\u062d \u0644\u06af\u062a\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-json\">{\n  \"hooks\": {\n    \"PreToolUse\": [\n      {\n        \"matcher\": \"Bash\",\n        \"hooks\": [\n          {\n            \"type\": \"command\",\n            \"command\": \".claude\/hooks\/pre-commit.sh\"\n          }\n        ]\n      }\n    ]\n  }\n}\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u062c\u0627\u0646 \u0628\u0648\u062c\u06be \u06a9\u0631 \u06a9\u0645 \u0633\u06d2 \u06a9\u0645 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u062d\u0642\u06cc\u0642\u06cc \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba \u0622\u067e \u06cc\u06c1 \u0628\u06be\u06cc \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: <code>PostToolUse<\/code> \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0641\u0627\u0631\u0645\u06cc\u0679\u0631 \u06a9\u0648 \u0686\u0644\u0627\u0626\u06cc\u06ba \u0627\u0648\u0631 <code>Stop<\/code> \u06a9\u0644\u0627\u0688 \u0627\u067e\u0646\u0627 \u062c\u0648\u0627\u0628 \u062e\u062a\u0645 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0642\u0633\u0645 \u06a9\u06d2 \u0686\u06cc\u06a9 \u0627\u0648\u0631 \u0679\u06cc\u0633\u0679 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u0645\u0646\u0633\u0644\u06a9 \u06c1\u0648\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u06c1\u06a9 \u06a9\u0648 \u06c1\u0631 \u0628\u0627\u0631 \u067e\u06be\u0627\u0646\u0633\u06cc \u062f\u06cc \u062c\u0627\u0626\u06d2 \u06af\u06cc\u060c \u0642\u0637\u0639 \u0646\u0638\u0631 \u0627\u0633 \u06a9\u06d2 \u06a9\u06c1 \u0645\u0627\u0688\u0644 \u06a9\u06cc\u0627 \u0633\u0648\u0686\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0646\u062a\u0627\u0626\u062c \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0686\u0646\u062f \u062f\u0648\u0633\u0631\u06d2 \u0637\u0631\u06cc\u0642\u06d2:<\/p>\n<ul>\n<li>\n<p><strong>\u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u062a\u06d2 \u0648\u0642\u062a \u067e\u0648\u0633\u0679 \u0679\u0648\u0644 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong>: \u0641\u0627\u0631\u0645\u06cc\u0679\u0631 \u0686\u0644\u0627\u0626\u06cc\u06ba \u062a\u0627\u06a9\u06c1 \u062a\u0645\u0627\u0645 AI \u062a\u0631\u0645\u06cc\u0645 \u0634\u062f\u06c1 \u0645\u0648\u0627\u062f \u0641\u0627\u0631\u0645\u06cc\u0679 \u06c1\u0648 \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0648\u06a9\u0646\u0627<\/strong>: \u0679\u0627\u0626\u067e \u0686\u06cc\u06a9\u0646\u06af \u0627\u0648\u0631 \u0679\u06cc\u0633\u0679 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u0646\u06d2 \u06a9\u06cc \u0635\u0648\u0631\u062a \u0645\u06cc\u06ba \u0631\u06a9\u0646\u06d2 \u0633\u06d2 \u0627\u0646\u06a9\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>Validator \u0645\u06cc\u06ba SubagentStop<\/strong>: \u0679\u06cc\u0645 \u0633\u0644\u06cc\u06a9 \u0686\u06cc\u0646\u0644 \u06a9\u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0637\u0648\u0631 \u067e\u0631 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u067e\u0648\u0633\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u06c1\u06a9 \u0627\u06c1\u0645 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u063a\u06cc\u0631 \u0645\u062a\u0646\u0627\u0632\u0639\u06c1 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06cc \u062a\u062c\u0648\u06cc\u0632\u060c \u0645\u0646\u0635\u0648\u0628\u06c1 \u0628\u0646\u062f\u06cc \u0627\u0648\u0631 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u06cc \u062c\u0627 \u0633\u06a9\u062a\u06cc \u06c1\u06d2\u06d4 \u06c1\u0631 \u062a\u0628\u062f\u06cc\u0644\u06cc \u067e\u0631 \u0644\u0646\u0679\u060c \u0679\u0627\u0626\u067e \u0686\u06cc\u06a9\u0646\u06af \u0627\u0648\u0631 \u0679\u06cc\u0633\u0679\u0646\u06af \u0686\u0644\u0627\u0626\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062a\u0648\u0627\u0632\u0646 \u0648\u06c1\u06cc \u06c1\u06d2 \u062c\u0648 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0641\u06cc\u06a9\u0679\u0631\u06cc\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u0645\u0627\u0646\u062f\u0627\u0631 \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-how-the-four-blocks-fit-together\">\u0686\u0627\u0631 \u0628\u0644\u0627\u06a9\u0633 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u06a9\u06cc\u0633\u06d2 \u0641\u0679 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u06cc\u0627\u062f \u0631\u06a9\u06be\u0646\u06d2 \u06a9\u0627 \u0627\u06cc\u06a9 \u0622\u0633\u0627\u0646 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u06c1 \u06a9\u0646 \u0628\u0644\u0627\u06a9\u0633 \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0646\u0627 \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p><code>CLAUDE.md<\/code>    \u0645\u06cc\u06ba \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u0648\u06ba\u060c &quot;\u06cc\u06c1\u0627\u06ba \u062d\u0642\u0627\u0626\u0642 \u06a9\u06cc\u0627 \u06c1\u06cc\u06ba\u061f&#8221; \u0645\u0646\u0635\u0648\u0628\u06d2 \u06a9\u06d2 \u062d\u0642\u0627\u0626\u0642 \u0627\u0648\u0631 \u0642\u0648\u0627\u0639\u062f\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc<\/strong> \u062c\u0648\u0627\u0628 \u062f\u06cc\u06ba\u060c &quot;\u06cc\u06c1 \u06a9\u06cc\u0633\u06d2 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u061f&#8221; \u062f\u0648\u0628\u0627\u0631\u06c1 \u0642\u0627\u0628\u0644 \u0639\u0645\u0644 \u0639\u0645\u0644\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679<\/strong> \u062c\u0648\u0627\u0628\u060c &quot;\u06cc\u06c1 \u06a9\u0633 \u06a9\u0648 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u061f&#8221; \u0645\u0631\u062a\u06a9\u0632 \u06a9\u0627\u0631\u06a9\u0646 (\u0627\u06af\u0644\u0627 \u062d\u0635\u06c1)\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u06c1\u06a9<\/strong> \u062c\u0648\u0627\u0628 \u062f\u06cc\u06ba &quot;\u06a9\u06cc\u0627 \u0646\u0627\u0641\u0630 \u06c1\u06d2\u061f&#8221; \u062a\u0639\u06cc\u06cc\u0646\u0627\u062a\u06cc \u06af\u06cc\u0679\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0622\u067e \u0686\u0627\u0631\u0648\u06ba \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4 <code>CLAUDE.md<\/code> \u06cc\u06c1 AI \u06a9\u0648 \u0622\u067e \u06a9\u06d2 \u06a9\u0648\u0688 \u0628\u06cc\u0633 \u06a9\u06d2 \u0627\u0635\u0648\u0644 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0646\u0631 AI \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0642\u0627\u0628\u0644 \u067e\u0644\u06d2 \u0628\u06a9 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0627\u0631\u06a9\u0646 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06c1\u06a9 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0642\u0627\u0639\u062f\u06c1 \u062d\u0642\u06cc\u0642\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0686\u0627\u0631 \u0628\u0644\u0627\u06a9\u0633 \u0628\u0646\u06cc\u0627\u062f \u06c1\u06cc\u06ba\u06d4 \u0633\u06cc\u06a9\u0634\u0646 6 \u0627\u0646 \u06a9\u0627\u0631\u06a9\u0646\u0648\u06ba \u06a9\u0648 \u0645\u0646\u0638\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u062d\u0642\u06cc\u0642\u062a \u0645\u06cc\u06ba \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06a9\u0627 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-part-2-build-the-agent-factory\">\u062d\u0635\u06c1 2: \u0627\u06cc\u062c\u0646\u0679 \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0628\u0646\u0627\u0646\u0627<\/h2>\n<p>\u0627\u0628 \u062d\u0635\u06c1 1 \u0645\u06cc\u06ba \u062c\u0648 \u0648\u0639\u062f\u06c1 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627 \u0648\u06c1 \u0633\u0628 \u0633\u0686 \u06c1\u0648 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u06c1\u0645 \u062c\u0627\u0646\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 AI \u06a9\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u06a9\u0633 \u0637\u0631\u062d \u0635\u0627\u0641 \u0631\u06a9\u06be\u0646\u0627 \u06c1\u06d2\u06d4 \u062a\u0645 \u06c1\u0648 <code>CLAUDE.md<\/code> \u0622\u067e \u0627\u0633 \u067e\u0631 \u062a\u06a9\u06cc\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u062a\u06a9\u0646\u06cc\u06a9 \u0627\u0648\u0631 \u06c1\u06a9 \u06a9\u0648 \u0633\u0645\u062c\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u06c1 \u067e\u06c1\u0644\u06cc \u0645\u0646\u0632\u0644 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06af\u0644\u06d2 \u0686\u0627\u0631 \u062d\u0635\u06d2 \u062e\u0648\u062f \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0633\u06cc\u06a9\u0634\u0646 6 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0633\u0627\u062a \u0645\u0627\u06c1\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u06cc\u06a9\u0634\u0646 7 \u0627\u06cc\u06a9 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0648 \u0632\u0646\u062c\u06cc\u0631 \u06a9\u06d2 \u0627\u0648\u067e\u0631 \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0648\u06c1 \u062e\u0648\u062f \u0686\u0644 \u0633\u06a9\u06d2\u06d4 \u0633\u06cc\u06a9\u0634\u0646 8 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0627 \u0627\u062d\u0627\u0637\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u06d2 \u067e\u0644\u0627\u0646\u0679 \u06a9\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u0648 \u0645\u062d\u0641\u0648\u0638 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u06a9\u06cc\u0633\u06d2 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4 \u0633\u06cc\u06a9\u0634\u0646 9 \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u0622\u067e \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u0630\u062e\u06cc\u0631\u06d2 \u0645\u06cc\u06ba \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u0634\u0642 \u06c1\u06d2\u06d4<\/p>\n<p>\u062d\u0635\u06c1 2 \u06a9\u06d2 \u0627\u062e\u062a\u062a\u0627\u0645 \u062a\u06a9\u060c \u0622\u067e \u06a9\u0627 \u0645\u06cc\u0646\u0648\u0626\u0644 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u062e\u0648\u062f \u0686\u0644 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4 \u0622\u067e \u0627\u06cc\u06a9 \u067e\u0631\u0627\u0645\u067e\u0679 \u062f\u0631\u062c \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0627\u0645 \u06a9\u0648 \u0631\u0648\u0679 \u06a9\u0631\u062a\u0627 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\u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0646 \u0686\u06cc\u0632\u0648\u06ba \u06a9\u0648 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u0627\u0648\u0631 \u0641\u06cc \u0627\u0644\u062d\u0627\u0644 \u0688\u0633\u06a9 \u067e\u0631 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0648\u06c1 \u062e\u0644\u0627 \u06c1\u06d2 \u062c\u0633\u06d2 \u062d\u0642\u06cc\u0642\u06cc \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u062a\u0644\u0627\u0634 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-let-claude-write-the-agent-file-for-you\">\u06a9\u0644\u0627\u0688 \u0633\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0641\u0627\u0626\u0644 \u0644\u06a9\u06be\u06cc\u06ba\u06d4<\/h3>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0686\u0627\u06c1\u06cc\u06ba \u062a\u0648 \u0622\u067e subagent \u0641\u0627\u0626\u0644 \u062e\u0648\u062f \u0644\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba (\u06cc\u06c1 \u0635\u0631\u0641 YAML \u062f\u06cc\u0628\u0627\u0686\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u06c1\u06d2)\u060c \u0644\u06cc\u06a9\u0646 \u0627\u06cc\u0633\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0628\u06c1\u062a \u06a9\u0645 \u0648\u062c\u06c1 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u06a9\u0644\u06cc\u0646\u0631 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u0648\u06af\u0627: <code>\/agents<\/code> \u0633\u0644\u06cc\u0634 \u06a9\u0645\u0627\u0646\u0688 \u06a9\u0644\u0627\u0688 \u06a9\u0648 \u062a\u0641\u0635\u06cc\u0644 \u0633\u06d2 \u0641\u0627\u0626\u0644 \u06a9\u0627 \u0645\u0633\u0648\u062f\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0633\u0628\u0628 \u0628\u0646\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u06c1\u06d2 \u0627\u06cc\u0646\u0688 \u0679\u0648 \u0627\u06cc\u0646\u0688 \u0648\u0631\u06a9 \u0641\u0644\u0648: \u0627\u067e\u0646\u06d2 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u06be\u0648\u0644\u06cc\u06ba \u0627\u0648\u0631 \u0679\u0627\u0626\u067e \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">\/agents\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u06a9\u0627 \u0645\u0646\u0638\u0631 \u06a9\u06be\u0648\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0646\u06cc\u0627 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0644\u06cc\u0648\u0644 \u0627\u06cc\u062c\u0646\u0679 (\u0645\u06cc\u06ba) \u0628\u0646\u0627\u0646\u06d2 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u06cc\u06ba\u06d4 <code>.claude\/agents\/<name>.md<\/name><\/code> \u0627\u067e\u0646\u06d2 \u0630\u062e\u06cc\u0631\u06d2 \u06a9\u0648 \u0648\u0642\u0641 \u06a9\u0631\u06cc\u06ba 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id=\"heading-tool-access-and-model-selection-are-part-of-the-design\">\u0679\u0648\u0644 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u0627\u0648\u0631 \u0645\u0627\u0688\u0644 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u0627 \u062d\u0635\u06c1 \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u06c1\u0645 \u0633\u0627\u062a \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u06cc\u06ba\u060c \u06c1\u0631 \u0627\u06cc\u062c\u0646\u0679 \u067e\u0631 \u062f\u0648 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0644\u0627\u06af\u0648 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0679\u0648\u0644 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc\u06d4<\/strong> \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u0627\u0641\u0631\u0627\u062f \u06a9\u06cc \u0627\u06cc\u06a9 \u0639\u0627\u0645 \u063a\u0644\u0637\u06cc 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do:\n  - The action it must never take (for example, edit files)\n  - The decision it must never make (for example, invent rules)\n  - The tool it must never use\n  - The scope it must never widen\n  (Boundaries are what make an agent's behaviour predictable.)\n\nTool access:\n  Only the tools this agent actually needs.\n\nModel:\n  haiku for cheap inspection, sonnet for reasoning,\n  opus when reasoning quality is critical.\n\nOutput format:\n  1. Section one of the result (for example, \"Relevant files\")\n  2. Section two (for example, \"Existing patterns to follow\")\n  3. Section three (for example, \"Risks or conflicts\")\n  (This is the contract with the next agent in the chain.\n   A consistent output shape is what makes chaining reliable.)\n\nBehaviour rules:\n  - Short, specific rules the agent must follow every time\n  - Limits on length, scope, or assumptions\n  - When to ask a clarifying question instead of guessing\n<\/short-kebab-case-name><\/code><\/pre>\n<p>\u0627\u06cc\u0633\u0627 \u06c1\u06cc \u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0627\u0633\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u06d2 \u062d\u0648\u0627\u0644\u06d2 \u06a9\u0631 \u062f\u06cc\u06ba\u06d4 <code>\/agents<\/code> \u0633\u0644\u06cc\u0634 \u06a9\u0645\u0627\u0646\u0688 \u062f\u0631\u062c \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u06a9\u0644\u0627\u0688 \u0633\u06d2 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u0633\u06d2 \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u0641\u0627\u0626\u0644 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u0648 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\u062a\u0648 \u0622\u067e \u0627\u067e\u0646\u0627 \u0688\u06cc\u0632\u0627\u0626\u0646 \u062e\u0648\u062f \u0628\u0646\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0633\u0633\u0679\u0645 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u0627 \u062c\u0648 \u0679\u0648\u06a9\u0646 \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u0646\u0626\u06d2 \u0627\u062c\u0632\u0627\u0621 \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0642\u0627\u0628\u0644 \u0631\u0633\u0627\u0626\u06cc \u0622\u0688\u06cc\u0679\u0631 \u062c\u0648 \u0646\u06cc\u0627 UI \u06a9\u0648\u0688 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648 \u062c\u06be\u0646\u0688\u0627 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0627\u0626\u06cc\u06af\u0631\u06cc\u0634\u0646 \u0631\u0627\u0626\u0679\u0631 \u062c\u0648 \u062f\u0631\u0633\u062a \u0646\u0627\u0645\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u0633\u06a9\u06cc\u0645\u0627 \u06a9\u0648 \u067e\u0631\u06cc\u0632\u0645\u0627 \u06c1\u062c\u0631\u062a \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0631\u06cc\u0644\u06cc\u0632 \u0646\u0648\u0679\u0633 \u0688\u0631\u0627\u0641\u0679\u0631 \u062c\u0648 \u062d\u0627\u0644\u06cc\u06c1 \u0627\u0646\u0636\u0645\u0627\u0645 \u06a9\u0648 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062e\u0644\u0627\u0635\u06d2 \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0686\u06cc\u0632 \u062c\u0648 \u0679\u06cc\u0645 \u0628\u0627\u0631 \u0628\u0627\u0631 \u06c1\u0627\u062a\u06be \u0633\u06d2 \u06a9\u0631\u0646\u0627 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u067e\u06a9\u0691\u0646\u0627 \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-the-seven-agents-at-a-glance\">7 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1<\/h3>\n<p>\u06c1\u0631 \u0622\u0626\u0679\u0645 \u06a9\u0648 \u062a\u0641\u0635\u06cc\u0644 \u0633\u06d2 \u062f\u06cc\u06a9\u06be\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u067e\u0648\u0631\u06cc \u0632\u0646\u062c\u06cc\u0631 \u0627\u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u067e\u0631 \u0638\u0627\u06c1\u0631 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0627\u0626\u0628<\/th>\n<th>\u0645\u0642\u0635\u062f<\/th>\n<th>\u0627\u06c1\u0645 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631<\/th>\n<th>\u0633\u0627\u0645\u0627\u0646<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>codebase-researcher<\/code><\/td>\n<td>\u06a9\u0686\u06be \u0628\u06be\u06cc \u0628\u0646\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u062a\u0639\u0644\u0642\u06c1 \u06a9\u0648\u0688 \u06a9\u0627 \u0646\u0642\u0634\u06c1 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/td>\n<td>\u0645\u062a\u0639\u0644\u0642\u06c1 \u0641\u0627\u0626\u0644\u06cc\u06ba\u060c \u0645\u0648\u062c\u0648\u062f\u06c1 \u067e\u06cc\u0679\u0631\u0646\u060c \u062e\u0637\u0631\u0627\u062a<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba\u060c \u06af\u0631\u06cc\u067e\u060c \u06af\u0644\u0648\u0628<\/td>\n<\/tr>\n<tr>\n<td><code>story-writer<\/code><\/td>\n<td>\u06a9\u0633\u06cc \u0646\u06c1 \u06a9\u0633\u06cc \u062e\u0635\u0648\u0635\u06cc\u062a \u06a9\u06d2 \u062e\u06cc\u0627\u0644\u0627\u062a \u06a9\u0648 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u06a9\u06c1\u0627\u0646\u06cc\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/td>\n<td>\u06a9\u06c1\u0627\u0646\u06cc\u0627\u06ba\u060c \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u060c \u06a9\u0646\u0627\u0631\u06d2 \u06a9\u06d2 \u0645\u0639\u0627\u0645\u0644\u0627\u062a<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba<\/td>\n<\/tr>\n<tr>\n<td><code>spec-writer<\/code><\/td>\n<td>\u0645\u0646\u0638\u0648\u0631 \u0634\u062f\u06c1 \u06a9\u06c1\u0627\u0646\u06cc\u0648\u06ba \u06a9\u0648 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0631\u06cc\u0641 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/td>\n<td>\u0688\u06cc\u0679\u0627 \u0645\u0627\u0688\u0644\u060c \u0641\u0644\u0648\u060c API\u060c UI\u060c \u0679\u06cc\u0633\u0679\u0646\u06af\u060c \u0631\u0633\u06a9<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba\u060c \u06af\u0631\u06cc\u067e\u060c \u06af\u0644\u0648\u0628<\/td>\n<\/tr>\n<tr>\n<td><code>backend-builder<\/code><\/td>\n<td>\u067e\u0633\u062f\u06cc\u062f \u06a9\u06d2 \u0622\u062f\u06be\u06d2 \u062d\u0635\u06d2 \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0631<\/td>\n<td>\u062e\u062f\u0645\u0627\u062a\u060c APIs\u060c \u0622\u067e\u0631\u06cc\u0634\u0646\u0632\u060c \u0645\u0646\u062a\u0642\u0644\u06cc\u060c \u06cc\u0648\u0646\u0679 \u0679\u06cc\u0633\u0679<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba\u060c \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u060c \u0644\u06a9\u06be\u06cc\u06ba\u060c \u0628\u0627\u0634<\/td>\n<\/tr>\n<tr>\n<td><code>frontend-builder<\/code><\/td>\n<td>\u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u06a9\u06d2 \u0622\u062f\u06be\u06d2 \u062d\u0635\u06d2 \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0631<\/td>\n<td>\u0627\u062c\u0632\u0627\u0621\u060c \u0635\u0641\u062d\u0627\u062a\u060c \u06c1\u06a9\u0633\u060c UI \u0679\u06cc\u0633\u0679\u0646\u06af<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba\u060c \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u060c \u0644\u06a9\u06be\u06cc\u06ba\u060c \u0628\u0627\u0634<\/td>\n<\/tr>\n<tr>\n<td><code>test-verifier<\/code><\/td>\n<td>\u0635\u0627\u0631\u0641 \u06a9\u06cc \u06a9\u06c1\u0627\u0646\u06cc\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/td>\n<td>\u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06cc \u062c\u0627\u0646\u0686 \u0627\u0648\u0631 \u06a9\u0648\u0631\u06cc\u062c \u0631\u067e\u0648\u0631\u0679\u0633<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba\u060c \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u060c \u0644\u06a9\u06be\u06cc\u06ba\u060c \u0628\u0627\u0634<\/td>\n<\/tr>\n<tr>\n<td><code>implementation-validator<\/code><\/td>\n<td>\u06a9\u06c1\u0627\u0646\u06cc \u0627\u0648\u0631 \u062c\u0627\u0626\u0632\u06c1 \u0628\u0645\u0642\u0627\u0628\u0644\u06c1 \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f<\/td>\n<td>\u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0634\u062f\u062a \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u06af\u0631\u0648\u067e \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/td>\n<td>\u067e\u0691\u06be\u06cc\u06ba\u060c \u06af\u0631\u06cc\u067e\u060c \u06af\u0644\u0648\u0628<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u06cc\u06c1 \u0633\u0627\u062a \u0641\u06cc\u0686\u0631 \u0622\u0626\u06cc\u0688\u06cc\u0627 \u0633\u06d2 PR \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0627\u0631 \u0639\u0645\u0648\u062f\u06cc \u0679\u06a9\u0691\u06d2 \u062a\u06a9 \u06a9\u06d2 \u0631\u0627\u0633\u062a\u06d2 \u06a9\u0627 \u0627\u062d\u0627\u0637\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u06c1 \u0645\u06a9\u0645\u0644 \u0633\u06cc\u0679 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u0636\u0628\u0648\u0637 \u0646\u0642\u0637\u06c1 \u0622\u063a\u0627\u0632 \u06c1\u06d2\u06d4 \u0633\u06cc\u06a9\u0634\u0646 6 \u0627\u0633 \u0633\u06d2 \u0622\u06af\u06d2 \u0628\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0622\u067e \u06a9\u06cc \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc \u06a9\u0648 \u0628\u0691\u06be\u0627\u0646\u06d2 \u06a9\u06d2 \u0637\u0631\u06cc\u0642\u0648\u06ba \u067e\u0631 \u062e\u062a\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0628 7 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-agent-1-codebase-researcher\">\u0627\u06cc\u062c\u0646\u0679 1: \u06a9\u0648\u0688 \u0628\u06cc\u0633 \u0631\u06cc\u0633\u0631\u0686\u0631<\/h3>\n<p>\u06cc\u06c1 \u0633\u06cc\u06a9\u0634\u0646 4 \u0633\u06d2 \u0646\u06cc\u0648\u06cc\u06af\u06cc\u0634\u0646 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06cc \u0639\u0627\u062f\u0627\u062a \u06c1\u06cc\u06ba\u060c \u062c\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0627\u0631\u06a9\u0646\u0648\u06ba \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u067e\u06a9\u0691\u06cc \u06af\u0626\u06cc \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u06a9\u06d2 \u06a9\u0648\u0688 \u0628\u06cc\u0633 \u06a9\u06d2 \u0645\u062a\u0639\u0644\u0642\u06c1 \u062d\u0635\u0648\u06ba \u06a9\u0648 \u0646\u0642\u0634\u06c1 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0646\u062a\u0627\u0626\u062c \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648\u0626\u06cc \u06a9\u0648\u0688 \u0646\u06c1\u06cc\u06ba \u0644\u06a9\u06be\u062a\u06d2\u06d4<\/p>\n<p>\u0632\u0645\u0631\u06c1 <code>\/agents<\/code> \u0628\u0631\u0627\u06c1 \u06a9\u0631\u0645 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0648\u0636\u0627\u062d\u062a \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named codebase-researcher.\n\nIts job: inspect this codebase and explain how a specific area\nworks, without editing anything.\n\nInputs: a question about an area of the codebase (for example, \"how does invoice creation work today?\").\n\nOutputs:\n- a short list of the relevant files with paths\n- a concise summary of the current architecture in that area\n- the patterns and conventions in use\n- risks or missing information the next agent should know about\n\nTool access: Read, Grep, Glob only. No Write. No Edit. No Bash.\n\nRecommended model: haiku (this is cheap inspection work).\nRecommended color: teal.\n\nBehaviour rules:\n- Never edit files.\n- Never run commands that modify state.\n- Keep the summary under 400 words.\n- If a question is ambiguous, ask one clarifying question first.\n<\/code><\/pre>\n<p>Claude \u062a\u0641\u0635\u06cc\u0644 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u0645\u0639\u0642\u0648\u0644 \u0688\u06cc\u0641\u0627\u0644\u0679\u0633 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0641\u0627\u0626\u0644 \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u0679\u0631\u0645\u06cc\u0646\u0644 \u0645\u06cc\u06ba \u06a9\u0686\u06be \u0627\u06cc\u0633\u0627 \u0646\u0638\u0631 \u0622\u0626\u06d2 \u06af\u0627:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/codebase-researcher.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0635\u0631\u0641 \u067e\u0691\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0679\u0648\u0644\u0632 (\u0631\u06cc\u0688\u060c \u06af\u0631\u06cc\u067e\u060c \u06af\u0644\u0648\u0628) \u062a\u06a9 \u0645\u062d\u062f\u0648\u062f \u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0648\u06c1 \u063a\u0644\u0637\u06cc \u0633\u06d2 \u0622\u067e \u06a9\u06d2 \u06a9\u0648\u0688 \u0628\u06cc\u0633 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06d2\u06d4 \u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u06d2 \u0627\u062e\u0631\u0627\u062c\u0627\u062a \u06a9\u0648 \u06a9\u0645 \u0631\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u06c1\u0645 \u0646\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u06c1\u0627\u0626\u06cc\u06a9\u0648 \u067e\u0631 \u0633\u06cc\u0679 \u06a9\u06cc\u0627\u06d4 \u0646\u0626\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0644\u0648\u0688 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u067e\u0646\u0627 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u0633\u06cc\u0634\u0646 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u060c \u067e\u06be\u0631 \u0627\u0633\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u06a9\u0627\u0644 \u06a9\u0631\u06cc\u06ba: <code>@codebase-researcher<\/code> \u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u06a9\u0648\u0688 \u06a9\u0627 \u0648\u06c1 \u0639\u0644\u0627\u0642\u06c1 \u06c1\u06d2 \u062c\u0633 \u06a9\u06cc \u0622\u067e \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/blockquote>\n<p>\u0622\u067e \u06a9\u0648 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0627\u06cc\u062c\u0646\u0679 \u0641\u0627\u0626\u0644 \u0645\u0648\u0635\u0648\u0644 \u06c1\u0648\u06af\u06cc:<\/p>\n<pre><code class=\"language-markdown\">---\nname: codebase-researcher\ndescription: Read-only investigator that maps the relevant parts of the codebase before any code is written. Returns the files involved, the patterns in use, similar features that already exist, and risks the next agent should know about. Use as the first step of any feature.\ntools: Read, Grep, Glob\nmodel: haiku\ncolor: teal\n---\n\nYou are a read-only investigator for this project. Your only\njob is to inspect the codebase and explain how a specific area\nworks so the next agent has a clear, accurate map to build on.\n\nWhen invoked, expect a question about an area of the codebase,\nfor example: \"how does invoice creation work today?\" or \"where\nis the email-sending code?\".\n\nProduce, every time, in this exact order:\n\n1. **Relevant files**\n   File paths grouped by role (services, API routes, models,\n   workers, tests). Cite paths exactly.\n\n2. **Existing patterns to follow**\n   Naming conventions, folder structure, how business logic is\n   organised, how errors are handled, how tests are structured.\n\n3. **Similar feature examples**\n   Two or three existing features in the codebase that solve\n   a similar shape of problem. Cite paths.\n\n4. **Risks or conflicts**\n   Places where the proposed change could break old features,\n   tenant boundaries that need to be preserved, timezone\n   handling that already exists, anything that smells fragile.\n\n5. **Recommended implementation plan (high level)**\n   A short bullet list of how the change should fit into the\n   existing system. Do not write code. Do not commit to one\n   approach over another if more than one is reasonable.\n\n6. **Tests that should be updated or added**\n   Existing test files that probably need updates, plus the\n   new test cases you would expect.\n\n7. **Open questions** (only if you have any)\n   Things that are genuinely unclear from the codebase. Never\n   guess. Ask instead.\n\nBehaviour rules:\n\n- Never edit files.\n- Never run commands that modify state.\n- Keep the whole summary under 400 words.\n- If the user's question is ambiguous, ask one clarifying\n  question before investigating.\n- Cite every file path exactly.\n- If the answer requires running code or seeing live data,\n  say so. Do not guess from filenames alone.\n<\/code><\/pre>\n<p>\u0622\u067e \u0630\u06cc\u0644 \u0645\u06cc\u06ba \u062a\u0645\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u06cc\u06c1\u06cc \u0628\u06c1\u0627\u0624 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06af\u06d2\u06d4 \u067e\u06cc\u0679\u0631\u0646 \u06c1\u0645\u06cc\u0634\u06c1 \u06c1\u06d2: <code>\/agents<\/code> \u062c\u0628 \u0622\u067e \u0633\u0644\u06cc\u0634 \u06a9\u0645\u0627\u0646\u0688 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u06a9\u0644\u0627\u0688 \u0627\u0635\u0644 \u0641\u0627\u0626\u0644 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u0645\u06cc\u06ba \u0628\u06be\u06cc\u062c \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0627\u0633\u06d2 \u0686\u06be\u0648\u0691\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>\/agents<\/code> \u0622\u067e \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062f\u06c1 \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u067e\u0648\u0631\u06d2 \u0628\u06c1\u0627\u0624 \u0645\u06cc\u06ba \u0686\u0633\u067e\u0627\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>.claude\/agents\/<name>.md<\/name><\/code> \u0627\u0648\u0631 \u0648\u06c1 \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<h3 id=\"heading-agent-2-story-writer\">\u0627\u06cc\u062c\u0646\u0679 2: \u06a9\u06c1\u0627\u0646\u06cc \u0644\u06a9\u06be\u0646\u06d2 \u0648\u0627\u0644\u0627<\/h3>\n<p>\u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u060c \u0627\u06cc\u062c \u06a9\u06cc\u0633\u0632\u060c \u0627\u0648\u0631 \u062f\u0627\u0626\u0631\u06c1 \u0633\u06d2 \u0628\u0627\u06c1\u0631 \u0622\u0626\u0679\u0645\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0633\u06cc \u0646\u06c1 \u06a9\u0633\u06cc \u062e\u0635\u0648\u0635\u06cc\u062a \u06a9\u06d2 \u062e\u06cc\u0627\u0644\u0627\u062a \u06a9\u0648 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u06a9\u06c1\u0627\u0646\u06cc\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0627\u06cc\u062c\u0646\u0679 \u06c1\u06d2 \u062c\u0648 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u06a9\u0648\u0688 \u06a9\u06d2 \u0644\u06a9\u06be\u06d2 \u062c\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0686\u06cc\u0632\u0648\u06ba \u06a9\u0648 \u067e\u06a9\u0691\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named story-writer.\n\nIts job: take a rough feature idea (from the user) plus\nexploration findings (from codebase-researcher) and produce\na clear user story.\n\nInputs:\n- a rough feature description\n- exploration findings from codebase-researcher\n- any product or business rules already known\n\nOutputs:\n1. One user story in the form:\n   \"As a <role>, I want <behaviour>, so that <outcome>.\"\n2.- Acceptance criteria that a test can verify directly. Cover the happy path, the obvious failure paths, and the rules from the brief.\n3. A list of edge cases worth thinking about.\n4. A list of explicitly out-of-scope items.\n\nTool access: Read only.\nRecommended model: sonnet.\nRecommended color: purple.\n\nBehaviour rules:\n- Use plain language. Avoid jargon.\n- Do not invent product rules. If something is unclear, list\n  it as an open question instead of guessing.\n- Keep the story under one page.\n<\/outcome><\/behaviour><\/role><\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/story-writer.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u0633\u06d2 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u067e\u0646\u0627 \u0633\u06cc\u0634\u0646 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u06d4 \u0622\u067e \u0627\u0633\u06d2 \u06a9\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba <code>@story-writer<\/code> \u0645\u062b\u0627\u0644\u06cc \u0637\u0648\u0631 \u067e\u0631\u060c \u06cc\u06c1 \u0627\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc\u062a \u06a9\u0627 \u0622\u0626\u06cc\u0688\u06cc\u0627 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u06a9\u0648\u0688\u0628\u06cc\u0633 \u0645\u062d\u0642\u0642 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0645\u0646\u0633\u0644\u06a9 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/blockquote>\n<pre><code class=\"language-markdown\">---\nname: story-writer\ndescription: Turns a rough feature idea plus codebase exploration findings into a clear user story with acceptance criteria, edge cases, and out-of-scope items. Read-only. Use this after the codebase researcher has produced findings, before any technical brief is written.\ntools: Read\nmodel: sonnet\ncolor: purple\n---\n\nYou are the user story author for this project. Your job is to\nturn a rough feature idea into a clear, testable user story\nthat the rest of the chain can build against.\n\nWhen invoked, expect to receive:\n\n- A rough feature description from the user.\n- Exploration findings from the codebase-researcher agent.\n- Optionally, any product or business rules already known.\n\nProduce, every time, in this exact order:\n\n1. **User story**\n   One sentence in the form:\n   \"As a <role>, I want <behaviour>, so that <outcome>.\"\n\n2. **Acceptance criteria**\n   Statements that a test can verify directly. Cover the happy\n   path, the obvious failure paths, and the rules from the\n   brief.\n\n3. **Edge cases worth thinking about**\n   Boundary conditions, retries, multi-tenant concerns,\n   permission edges, anything that often goes wrong.\n\n4. **Out of scope**\n   Things this story explicitly does not cover, so the team\n   knows what NOT to build.\n\n5. **Open questions** (only if you have any)\n   Things that are genuinely unclear from the input. Never\n   invent answers. Always ask instead.\n\nBehaviour rules:\n\n- Use plain language. Avoid product or framework jargon.\n- Never invent business rules. If a rule is missing, ask.\n- Keep the whole story to one page or less.\n- Do not write code or technical design. That is the spec\n  writer's job.\n<\/outcome><\/behaviour><\/role><\/code><\/pre>\n<h3 id=\"heading-agent-3-spec-writer\">\u0627\u06cc\u062c\u0646\u0679 3: \u0627\u0633\u067e\u06cc\u06a9 \u0631\u0627\u0626\u0679\u0631<\/h3>\n<p>\u0645\u0646\u0638\u0648\u0631 \u0634\u062f\u06c1 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u06a9\u06c1\u0627\u0646\u06cc\u0648\u06ba \u0627\u0648\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u062e\u0644\u0627\u0635\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u0688\u06cc\u0679\u0627 \u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba\u060c \u067e\u0633 \u0645\u0646\u0638\u0631 \u06a9\u0627 \u0628\u06c1\u0627\u0624\u060c API \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba\u060c \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba\u060c \u0645\u0637\u0644\u0648\u0628\u06c1 \u062c\u0627\u0646\u0686\u060c \u062e\u0637\u0631\u0627\u062a\u06d4 \u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0635\u0631\u0641 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06d2\u06d4 \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc \u062c\u0627 \u0633\u06a9\u062a\u06cc\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named spec-writer.\n\nIts job: take an approved user story and exploration findings,\nand produce a technical brief that the backend builder, frontend\nbuilder, and test verifier can follow.\n\nInputs:\n- an approved user story\n- exploration findings from codebase-researcher\n- CLAUDE.md and any relevant project rules\n\nOutputs (one short Markdown document):\n- Data model changes\n- Background flow \/ process flow\n- API changes (if any)\n- Frontend changes (if any)\n- Tests required (success, failure, edge cases)\n- Risks and open questions\n- Files that will change\n\nTool access: Read, Grep, Glob.\nRecommended model: sonnet.\nRecommended color: indigo.\n\nBehaviour rules:\n- Read CLAUDE.md before writing the brief.\n- Prefer reusing existing infrastructure. Call out any new\n  scheduler, new database, or new third-party dependency.\n- Highlight tenant isolation and timezone concerns explicitly.\n- Never edit files.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/spec-writer.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0635\u0631\u0641 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633\u06d2 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 <code>CLAUDE.md<\/code> \u06c1\u0631 \u0628\u0631\u06cc\u0641 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0626\u06cc\u06ba \u06a9\u06c1 \u0628\u0631\u06cc\u0641 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u0622\u0631\u06a9\u06cc\u0679\u06cc\u06a9\u0686\u0631\u0644 \u0627\u0635\u0648\u0644\u0648\u06ba \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06c1\u06d2\u06d4<\/p>\n<\/blockquote>\n<pre><code class=\"language-markdown\">---\nname: spec-writer\ndescription: Turns an approved user story plus exploration findings into a short technical brief that the build and verification agents can follow. Read-only. Always reads CLAUDE.md before writing. Use after the user story has been approved.\ntools: Read, Grep, Glob\nmodel: sonnet\ncolor: indigo\n---\n\nYou are the technical brief writer for this project. Your job\nis to turn an approved user story plus the codebase researcher's findings into a short, actionable brief that downstream agents can follow without ambiguity.\n\nBefore writing:\n\n1. Read CLAUDE.md for the project's stack, architecture rules,\n   and \"don't do\" list.\n2. Read the user story and the researcher's findings.\n3. If something material is missing or unclear, list it as an\n   open question. Do not guess.\n\nOutput a short Markdown document with these sections, in order:\n\n**Data model changes**\n\n- Which models change. What fields. What types.\n- Any migration considerations.\n\n**Background flow \/ process flow**\n\n- Step-by-step description of how the behaviour runs.\n- Which existing infrastructure it reuses.\n\n**API changes**\n\n- New or changed endpoints, with request and response shape.\n- Auth and authorization requirements.\n\n**Frontend changes**\n\n- New or changed components, hooks, or pages.\n- How they call the API and handle loading \/ error states.\n\n**Tests required**\n\n- Success cases.\n- Failure cases.\n- Edge cases (boundaries, retries, deduplication).\n- Acceptance tests at the user-story level.\n\n**Risks and open questions**\n\n- Tenant isolation concerns. State them explicitly.\n- Timezone concerns. State them explicitly.\n- Anything else the team should decide before code is written.\n\n**Files that will change**\n\n- Bullet list of file paths, grouped by backend \/ frontend \/ tests.\n\nBehaviour rules:\n\n- Prefer reusing existing infrastructure. Any new scheduler,\n  new database, or new third-party dependency must be called\n  out explicitly with a justification.\n- Tenant isolation and timezone handling must always be\n  addressed, even if only to say \"no tenant boundary applies\"\n  or \"timezone is irrelevant for this feature.\"\n- Never edit files.\n- Keep the whole brief under one page where possible.\n<\/code><\/pre>\n<h3 id=\"heading-agent-4-backend-builder\">\u0627\u06cc\u062c\u0646\u0679 4: \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631<\/h3>\n<p>\u06cc\u06c1 \u0628\u0644\u0688 \u0633\u0627\u0626\u06cc\u0688 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u067e\u06c1\u0644\u0627 \u06c1\u06d2\u06d4 \u0648\u06c1 \u06a9\u0627\u0645 \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0627 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0646\u0635\u0641 \u06c1\u06d2: API \u06a9\u06d2 \u0631\u0627\u0633\u062a\u06d2\u060c \u062e\u062f\u0645\u0627\u062a\u060c \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc\u060c \u067e\u0633 \u0645\u0646\u0638\u0631 \u06a9\u06d2 \u06a9\u0627\u0645\u060c \u0627\u0648\u0631 \u06cc\u0648\u0646\u0679 \u0679\u06cc\u0633\u0679 \u062c\u0648 \u0622\u067e \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u0627 \u0627\u062d\u0627\u0637\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u0645\u062a\u0627\u062b\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u067e\u0631\u0627\u0645\u067e\u0679 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u0627 \u0627\u06cc\u06a9 \u0646\u0648\u0679 \u06c1\u06d2\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u06d2 \u0627\u0646\u062f\u0631 &quot;\u0635\u0631\u0641 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0641\u0627\u0626\u0644\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba&#8221; \u0644\u06a9\u06be\u0646\u0627 \u0627\u06cc\u06a9 \u0631\u06c1\u0646\u0645\u0627 \u062e\u0637\u0648\u0637 \u06c1\u06d2\u060c \u0633\u062e\u062a \u062d\u0641\u0627\u0638\u062a\u06cc \u062d\u062f\u0648\u062f \u0646\u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u0633\u0628 \u0633\u06d2 \u0645\u0636\u0628\u0648\u0637 \u0646\u0641\u0627\u0630 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a\u0648\u06ba\u060c \u0645\u062e\u0635\u0648\u0635 \u0631\u0627\u0633\u062a\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u0633\u06d2 \u0627\u0646\u06a9\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06c1\u06a9\u0633\u060c \u06cc\u0627 CI \u0686\u06cc\u06a9\u0633 \u0633\u06d2 \u0622\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u062f\u0627\u0626\u0631\u06c1 \u06a9\u0627\u0631 \u0633\u06d2 \u0628\u0627\u06c1\u0631 \u0641\u0627\u0626\u0644\u0648\u06ba \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 PR \u06a9\u0627 \u0627\u0639\u0644\u0627\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0633\u0645\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u0648\u0631\u06cc \u0642\u0648\u0627\u0639\u062f \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u0646\u0641\u0627\u0630 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06a9\u0633 \u0627\u0648\u0631 CI \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named backend-builder.\n\nIts job: implement the backend half of a feature described in\nthe technical brief. That means API routes, services, database\naccess, background jobs, and unit tests for the code it writes.\n\nInputs:\n- the approved technical brief\n- the codebase researcher's findings\n- CLAUDE.md and any relevant project rules\n- the build-with-tests skill (project skill)\n\nOutputs:\n- backend code that implements the brief\n- unit tests that cover the new behaviour\n- a short summary: files changed, patterns reused, any rule\n  worth adding to CLAUDE.md\n\nTool access: Read, Edit, Write, Bash. Restricted to backend\nfolders (services, API routes, workers, migrations, server-side\nhelpers, and their tests).\nRecommended model: sonnet.\nRecommended color: green.\n\nBehaviour rules:\n- Use the build-with-tests skill for conventions.\n- Read CLAUDE.md and the brief before editing anything.\n- Only edit backend files. Do not touch React components, pages,\n  or client-side hooks.\n- Match existing patterns. Reuse existing helpers, services, and templates instead of writing new ones.\n- Do not add new dependencies without explicit instruction.\n- Run typecheck, lint, and the test suite at the end. Report\n  pass\/fail and any unexpected failures.\n- If a project rule that would have helped is missing from\n  CLAUDE.md, surface it as a suggested addition.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/backend-builder.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u0633 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u067e\u0627\u0633 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0645\u06a9\u0645\u0644 \u062a\u0631\u0645\u06cc\u0645 \u0627\u0648\u0631 \u0628\u0627\u0634 \u0631\u0633\u0627\u0626\u06cc \u06c1\u06d2\u06d4 \u06c1\u0645 \u06c1\u0645\u06cc\u0634\u06c1 \u0642\u0648\u0627\u0639\u062f \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0644\u0679 \u0628\u0627\u0626\u06cc \u0679\u06cc\u0633\u0679 \u062a\u06a9\u0646\u06cc\u06a9 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06c1\u0645 \u0646\u06d2 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u0686\u06be\u0648\u0691\u0646\u06d2 \u0633\u06d2 \u0628\u0686\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0648\u0627\u0636\u062d \u0627\u0635\u0648\u0644 \u0634\u0627\u0645\u0644 \u06a9\u06cc\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/blockquote>\n<pre><code class=\"language-markdown\">---\nname: backend-builder\ndescription: Implements the backend half of a feature: API routes, services, database access, background jobs, and unit tests. Reads CLAUDE.md, the technical brief, and matches existing patterns. Uses the build-with-tests skill. Restricted to backend folders.\ntools: Read, Edit, Write, Bash\nmodel: sonnet\ncolor: green\n---\n\nYou are the backend implementation worker for this project.\nYour job is to implement the backend half of the feature\ndescribed in the approved technical brief.\n\nBefore you edit anything:\n\n1. Read CLAUDE.md so you know the project rules and stack.\n2. Read the technical brief so you stay inside its scope.\n3. Load the build-with-tests skill for conventions.\n4. Look at 2-3 similar backend features in the codebase and\n   match their patterns.\n\nImplementation rules:\n\n- Only edit backend files: services, API routes, workers,\n  migrations, server-side helpers, and their tests.\n- Never edit React components, pages, or client-side hooks.\n  That is the frontend-builder's job.\n- Match existing patterns. If a helper, service, or template\n  already does what you need, use it instead of writing a new\n  one.\n- Do not refactor unrelated code.\n- Do not add new dependencies without explicit instruction.\n- Write unit tests alongside the production code.\n\nAfter you edit:\n\n1. Run the project's typecheck, lint, and test commands (from\n   CLAUDE.md).\n2. Confirm all tests pass.\n3. Return a short summary:\n   - Files added \/ edited (backend only)\n   - Patterns and helpers reused\n   - Anything you noticed that would benefit from a CLAUDE.md\n     rule\n\nIf you cannot complete the work without violating one of the\nrules above, stop and report the conflict.\n<\/code><\/pre>\n<h3 id=\"heading-agent-5-frontend-builder\">\u0627\u06cc\u062c\u0646\u0679 5: \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631<\/h3>\n<p>\u06cc\u06c1 \u062f\u0648\u0633\u0631\u0627 \u0628\u0644\u0688 \u0633\u0627\u0626\u06cc\u0688 \u0627\u06cc\u062c\u0646\u0679 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u06a9\u0627\u0645 \u0627\u0633\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u06a9\u0627 \u0633\u0627\u0645\u0646\u06d2 \u0648\u0627\u0644\u0627 \u0646\u0635\u0641 \u062d\u0635\u06c1 \u06c1\u06d2: \u06cc\u0648\u0646\u0679\/\u0627\u062c\u0632\u0627\u0621 \u0679\u06cc\u0633\u0679 \u062c\u0648 \u0627\u062c\u0632\u0627\u0621\u060c \u0635\u0641\u062d\u0627\u062a\u060c \u06c1\u06a9\u0633\u060c \u06a9\u0644\u0627\u0626\u0646\u0679 \u0633\u0627\u0626\u06cc\u0688 \u0627\u0633\u0679\u06cc\u0679\u060c \u0627\u0648\u0631 \u0622\u067e \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u067e\u0633\u062f\u06cc\u062f \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u0645\u062a\u0627\u062b\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062f\u06c1 API \u0645\u0639\u0627\u06c1\u062f\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named frontend-builder.\n\nIts job: implement the frontend half of a feature described in\nthe technical brief. That means React components, pages, hooks,\nclient-side state, and component tests for the code it writes.\n\nInputs:\n- the approved technical brief\n- the codebase researcher's findings\n- the backend builder's summary (so it knows the API contract)\n- CLAUDE.md and any relevant project rules\n- the build-with-tests skill (project skill)\n\nOutputs:\n- frontend code that implements the brief\n- component and unit tests that cover the new behaviour\n- a short summary: files changed, patterns reused, any rule\n  worth adding to CLAUDE.md\n\nTool access: Read, Edit, Write, Bash. Restricted to frontend\nfolders (components, pages, hooks, client-side helpers, and\ntheir tests).\nRecommended model: sonnet.\nRecommended color: blue.\n\nBehaviour rules:\n- Use the build-with-tests skill for conventions.\n- Read CLAUDE.md and the brief before editing anything.\n- Only edit frontend files. Do not touch services, API routes,\n  workers, or migrations.\n- Consume the API exactly as the backend builder produced it.\n  Do not invent endpoints or response shapes.\n- Match existing component patterns: styling, accessibility,\n  loading and error states.\n- Do not add new dependencies without explicit instruction.\n- Run typecheck, lint, and the test suite at the end. Report\n  pass\/fail and any unexpected failures.\n- If a project rule that would have helped is missing from\n  CLAUDE.md, surface it as a suggested addition.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/frontend-builder.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u0633 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u067e\u0627\u0633 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0645\u06a9\u0645\u0644 \u062a\u0631\u0645\u06cc\u0645 \u0627\u0648\u0631 \u0628\u0627\u0634 \u0631\u0633\u0627\u0626\u06cc \u06c1\u06d2\u06d4 \u0627\u067e\u0646\u06d2 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0622\u067e \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631\u0632 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062f\u06c1 API \u0645\u0639\u0627\u06c1\u062f\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/blockquote>\n<pre><code class=\"language-markdown\">---\nname: frontend-builder\ndescription: Implements the frontend half of a feature: components, pages, hooks, client-side state, and component tests. Reads CLAUDE.md, the technical brief, the backend builder's summary, and matches existing component patterns. Uses the build-with-tests skill. Restricted to frontend folders.\ntools: Read, Edit, Write, Bash\nmodel: sonnet\ncolor: blue\n---\n\nYou are the frontend implementation worker for this project.\nYour job is to implement the frontend half of the feature\ndescribed in the approved technical brief, consuming the API\nthat the backend builder has already produced.\n\nBefore you edit anything:\n\n1. Read CLAUDE.md so you know the project rules and stack.\n2. Read the technical brief so you stay inside its scope.\n3. Read the backend builder's summary so you know exactly which\n   endpoints exist and what they return.\n4. Load the build-with-tests skill for conventions.\n5. Look at 2-3 similar components or pages in the codebase and\n   match their patterns.\n\nImplementation rules:\n\n- Only edit frontend files: components, pages, hooks, client-side helpers, and their tests.\n- Never edit services, API routes, workers, or migrations. That\n  is the backend-builder's job.\n- Consume the API exactly as the backend builder produced it.\n  If the shape is wrong for the UI, surface the mismatch as\n  feedback instead of patching around it.\n- Match existing component patterns. Styling, accessibility,\n  loading states, and error handling should look like the rest\n  of the codebase.\n- Do not refactor unrelated code.\n- Do not add new dependencies without explicit instruction.\n- Write component or unit tests alongside the production code.\n\nAfter you edit:\n\n1. Run the project's typecheck, lint, and test commands (from\n   CLAUDE.md).\n2. Confirm all tests pass.\n3. Return a short summary:\n   - Files added \/ edited (frontend only)\n   - Patterns and components reused\n   - Anything you noticed that would benefit from a CLAUDE.md\n     rule\n\nIf you cannot complete the work without violating one of the\nrules above, stop and report the conflict.\n<\/code><\/pre>\n<h3 id=\"heading-agent-6-test-verifier\">\u0627\u06cc\u062c\u0646\u0679 6: \u0679\u06cc\u0633\u0679 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1<\/h3>\n<p>\u0627\u06cc\u06a9 \u0628\u0627\u0631 \u062c\u0628 \u06a9\u0648\u0626\u06cc \u062e\u0635\u0648\u0635\u06cc\u062a \u0634\u0631\u0648\u0639 \u0633\u06d2 \u062e\u062a\u0645 \u06c1\u0648\u0646\u06d2 \u062a\u06a9 \u0628\u0646 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u062a\u0648 \u062c\u0627\u0646\u0686 \u06a9\u06d2 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u0644\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0635\u0627\u0631\u0641 \u06a9\u06cc \u06a9\u06c1\u0627\u0646\u06cc\u0627\u06ba \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u0648\u0646\u0679 \u0679\u06cc\u0633\u0679 \u06a9\u0648\u0688 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0628\u06cc\u0679\u06be\u062a\u06d2 \u06c1\u06cc\u06ba (\u0628\u0644\u0688 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0644\u06a9\u06be\u0627 \u06af\u06cc\u0627)\u06d4 \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06cc\u06c1\u0627\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062b\u0627\u0628\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0633\u0644\u0633\u0644\u06c1 \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0641\u0646\u06a9\u0634\u0646 \u062f\u0631\u0627\u0635\u0644 \u0648\u06c1\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u06a9\u06c1\u0627\u0646\u06cc \u0645\u06cc\u06ba \u06a9\u06c1\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named test-verifier.\n\nIts job: given the approved user story, the approved technical\nbrief, and a feature that has already been built end to end,\nwrite acceptance tests that exercise the user story and confirm\neach acceptance criterion holds.\n\nInputs:\n- the approved user story (with acceptance criteria)\n- the approved technical brief\n- the backend builder's and frontend builder's summaries\n- the build-with-tests skill (project skill)\n\nOutputs:\n- one acceptance test file (or one extension of an existing\n  one) that covers every acceptance criterion in the story\n- a short report of which criteria are covered and which are\n  not (only if any are missing or untestable)\n\nTool access: Read, Edit, Write (test files only), Bash.\nRecommended model: sonnet.\nRecommended color: yellow.\n\nBehaviour rules:\n- Read the user story and the brief before writing.\n- Use the build-with-tests skill for conventions.\n- Cover every acceptance criterion, plus the edge cases listed\n  in the story.\n- Do not modify backend or frontend files outside the test\n  folder.\n- After writing, run the new tests once. Report pass\/fail and\n  any acceptance criterion that could not be covered cleanly.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/test-verifier.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627 \u062f\u0627\u0626\u0631\u06c1 \u0635\u0631\u0641 \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06d2\u06d4 \u06c1\u0645 \u0627\u067e\u0646\u06d2 \u0642\u0648\u0627\u0639\u062f \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0644\u0679 \u0628\u0627\u0626\u06cc \u0679\u06cc\u0633\u0679 \u062a\u06a9\u0646\u06cc\u06a9 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u062f\u0648\u0646\u0648\u06ba \u0628\u0644\u0688 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u0645\u06a9\u0645\u0644 \u06c1\u0648\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f \u0627\u0646\u06c1\u06cc\u06ba \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u06c1\u0645\u0627\u0631\u06d2 \u067e\u0627\u0633 \u062c\u0627\u0646\u0686 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u0645\u0648\u062c\u0648\u062f \u06c1\u06d2\u06d4<\/p>\n<\/blockquote>\n<pre><code class=\"language-markdown\">---\nname: test-verifier\ndescription: Writes acceptance tests against the user story after the build agents have finished. Confirms every acceptance criterion holds against the built feature. Uses the build-with-tests skill. Run after backend-builder and frontend-builder.\ntools: Read, Edit, Write, Bash\nmodel: sonnet\ncolor: yellow\n---\n\nYou are the acceptance test author for this project. Your job is to verify, with tests, that the feature now built end to end\nactually satisfies every acceptance criterion in the user story.\n \nBefore writing:\n\n1. Read the approved user story so you know every criterion.\n2. Read the approved technical brief so you know how the\n   feature is wired together.\n3. Read the backend builder's and frontend builder's summaries\n   so you know which endpoints, components, and behaviours exist.\n4. Load the build-with-tests skill for conventions.\n5. Look at 2-3 existing acceptance tests in the codebase and\n   match their style.\n\nWriting rules:\n\n- Cover every acceptance criterion in the user story.\n- Cover the edge cases the story lists.\n- Use the project's test data builders, not inline setup.\n- Follow the project's existing acceptance-test layout.\n- Edit only test files. Do not edit any code.\n\nAfter writing:\n\n1. Run the new tests.\n2. If any fail, the feature does not satisfy the story. Report\n   exactly which criterion failed and why. Do not patch the\n   code. That is for the build agents to fix on the\n   next loop.\n3. If any criterion cannot be covered cleanly (for example, the\n   brief did not name a way to observe it), report it. Do not\n   invent a workaround.\n4. Return a short summary: criteria covered, criteria failed,\n   criteria that need clarification.\n<\/code><\/pre>\n<h3 id=\"heading-agent-7-implementation-validator\">\u0627\u06cc\u062c\u0646\u0679 7: \u0646\u0641\u0627\u0630 \u06a9\u06cc \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1<\/h3>\n<p>\u0646\u0641\u0627\u0630 \u06a9\u06cc \u0645\u0648\u062c\u0648\u062f\u06c1 \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u0627 \u0645\u0646\u0638\u0648\u0631 \u0634\u062f\u06c1 \u06a9\u06c1\u0627\u0646\u06cc \u0627\u0648\u0631 \u062e\u0627\u06a9\u06c1 \u0633\u06d2 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u062e\u0644\u0627 \u06a9\u06cc \u0627\u0637\u0644\u0627\u0639 \u062f\u06cc\u06ba\u06d4 \u0627\u0633\u06d2 \u06a9\u0628\u06be\u06cc \u0679\u06be\u06cc\u06a9 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0627\u06cc\u062c\u0646\u0679 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0686\u06cc\u0632 \u06a9\u0648 \u067e\u06a9\u0691\u062a\u0627 \u06c1\u06d2 \u062c\u0633\u06d2 \u0628\u0644\u0688 \u0627\u06cc\u062c\u0646\u0679 \u0627\u0648\u0631 \u0679\u06cc\u0633\u0679 \u0648\u06cc\u0631\u06cc\u0641\u0627\u0626\u0631 \u0633\u06d2 \u0686\u06be\u0648\u0679 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named implementation-validator.\n\nIts job: compare the current implementation against the approved user story and technical brief, and report gaps. It does not fix anything.\n\nInputs:\n- the approved user story\n- the approved technical brief\n- the current state of the implementation (files on disk)\n- the test verifier's report\n\nOutputs, grouped by severity:\n- critical (must fix before merge)\n- important (should fix before merge)\n- minor (nice to have)\n- recommended next agent\n\nAlways check for:\n- missing acceptance criteria\n- missing tests for failure paths\n- security issues (auth checks, tenant isolation, raw error\n  exposure, secrets in logs)\n- changes to files outside the agreed scope\n- inconsistent project patterns (compared to CLAUDE.md and\n  existing code)\n- duplicate logic that should be reused\n- timezone or multi-tenant concerns from the brief that the\n  implementation may have missed\n\nTool access: Read, Grep, Glob.\nRecommended model: sonnet (this needs careful reasoning).\nRecommended color: red.\n\nBehaviour rules:\n- Never edit files.\n- Never run destructive commands.\n- Always cite the file and line number for each finding.\n- If a finding is opinion-based rather than a real risk,\n  mark it as such.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u06cc\u0627: <code>.claude\/agents\/implementation-validator.md<\/code> \u0627\u06af\u0644\u06d2 \u0645\u0648\u0627\u062f \u062a\u06a9\u06d4 \u0627\u0633\u06d2 \u0644\u0648\u0688 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u067e\u0646\u0627 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u0633\u06cc\u0634\u0646 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u06d4 \u067e\u06be\u0631 \u0622\u067e \u0627\u0633\u06d2 \u0627\u0633 \u0637\u0631\u062d \u06a9\u0627\u0644 \u06a9\u0631\u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: <code>@implementation-validator<\/code> \u0632\u0646\u062c\u06cc\u0631 \u06a9\u06d2 \u0628\u0639\u062f \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0646\u0641\u0627\u0630 \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/blockquote>\n<pre><code class=\"language-markdown\">---\nname: implementation-validator\ndescription: Strict reviewer that compares the current implementation against the approved user story and technical brief and reports gaps grouped by severity. Never edits files. Use after the build and verification agents have finished, before opening a PR.\ntools: Read, Grep, Glob\nmodel: sonnet\ncolor: red\n---\n\nYou are an implementation validator for this project. Your only\njob is to compare the code on disk against the approved user\nstory and technical brief, and report what is missing or wrong.\nYou do not fix anything.\n\nInputs you should expect:\n\n- The approved user story.\n- The approved technical brief.\n- The current state of the implementation (files on disk).\n- The test verifier's report.\n\nWhat to check, every time:\n\n- Acceptance criteria from the story that are not implemented.\n- Failure paths from the brief that have no test coverage.\n- Security issues: missing auth checks, tenant isolation gaps,\n  raw error exposure, secrets in logs, missing rate limits on\n  sensitive endpoints.\n- Changes to files outside the agreed scope.\n- Inconsistencies with project patterns documented in CLAUDE.md\n  or visible in the existing codebase.\n- Duplicate logic that should reuse existing helpers.\n- Timezone or multi-tenant concerns called out in the brief\n  that the implementation may have missed.\n\nOutput format, every time:\n\n**Critical** (must fix before merge)\n\n- <one finding=\"\" with=\"\" file=\"\" path=\"\" and=\"\" line=\"\" number=\"\">\n- ...\n\n**Important** (should fix before merge)\n\n- <finding>\n- ...\n\n**Minor** (nice to have)\n\n- <finding marked=\"\" if=\"\" it=\"\" is=\"\" opinion-based=\"\">\n- ...\n\n**Recommended next agent**\n\n- <e.g. to=\"\" fix=\"\" tenant=\"\" isolation=\"\" in=\"\" x=\"\" then=\"\" test-verifier=\"\" add=\"\" the=\"\" matching=\"\" acceptance=\"\" test=\"\">\n\nBehaviour rules:\n\n- Never edit files.\n- Never run destructive commands.\n- Cite the file and line number for every finding.\n- Mark opinion-based findings clearly so reviewers can ignore\n  them safely.\n- If you find no critical or important issues, say so plainly.\n  Do not invent issues to look thorough.\n<\/e.g.><\/finding><\/finding><\/one><\/code><\/pre>\n<h3 id=\"heading-these-seven-are-examples-not-the-canonical-set\">\u06cc\u06c1 7 \u0645\u062b\u0627\u0644\u06cc\u06ba \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0645\u06a9\u0645\u0644 \u0633\u06cc\u0679 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u0639\u0645\u0644\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0627\u062a \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627\u0641\u06cc \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0686\u06be\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u067e\u06cc\u0679\u0631\u0646 \u06a9\u0627 \u0646\u0642\u0637\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0679\u06cc\u0645\u06cc\u06ba \u0627\u0633 \u0633\u06cc\u06a9\u0634\u0646 \u0645\u06cc\u06ba \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0627\u0646\u0627\u0679\u0648\u0645\u06cc \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u0646 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba \u062c\u0646 \u06a9\u06cc \u0627\u0646\u06c1\u06cc\u06ba \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4 \u0622\u0633\u0645\u0627\u0646 \u06a9\u06cc \u062d\u062f \u06c1\u06d2\u06d4 \u062c\u0648 \u0686\u0627\u06c1\u0648 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0631\u0648\u06d4<\/p>\n<p>\u06cc\u06c1\u0627\u06ba \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06cc \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0635\u0631 \u0641\u06c1\u0631\u0633\u062a \u06c1\u06d2 \u062c\u0633\u06d2 \u0622\u067e \u0622\u06af\u06d2 \u0634\u0627\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0628\u0627\u062a \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u06a9\u06cc \u0679\u06cc\u0645 \u06a9\u06c1\u0627\u06ba \u0631\u06af\u0691 \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p><strong>\u0631\u0633\u0627\u0626\u06cc \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u0627<\/strong>: \u0646\u06cc\u0627 UI \u06a9\u0648\u0688 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u0631\u0627\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u0644\u06cc\u0628\u0644\u0632\u060c \u06a9\u0646\u0679\u0631\u0627\u0633\u0679 \u0627\u06cc\u0634\u0648\u0632\u060c \u06a9\u06cc \u0628\u0648\u0631\u0688 \u0679\u0631\u06cc\u067e\u0633 \u0627\u0648\u0631 \u062f\u06cc\u06af\u0631 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648 \u062c\u06be\u0646\u0688\u0627 \u0644\u06af\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u06a9\u0648\u0631\u0679\u06cc \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u0627<\/strong>: \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06a9\u06d2 \u0633\u0627\u0645\u0646\u06d2 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u06af\u0645\u0634\u062f\u06c1 \u062a\u0635\u062f\u06cc\u0642\u060c \u06a9\u0631\u0627\u06cc\u06c1 \u062f\u0627\u0631\u0648\u06ba \u06a9\u06cc \u062a\u0646\u06c1\u0627\u0626\u06cc \u06a9\u06d2 \u0641\u0631\u0642\u060c \u063a\u06cc\u0631 \u0645\u062d\u0641\u0648\u0638 \u0688\u06cc\u0633\u06cc\u0631\u06cc\u0644\u0627\u0626\u0632\u06cc\u0634\u0646\u060c \u0627\u0648\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u06d2 \u062e\u0637\u0631\u0627\u062a \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u06c1\u062c\u0631\u062a \u0645\u0635\u0646\u0641<\/strong>: \u0627\u067e\u0646\u06cc \u062e\u0627\u06a9\u06c1 \u0645\u06cc\u06ba \u0627\u0633\u06a9\u06cc\u0645\u0627 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0648\u06ba \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u0646\u0627\u0645 \u0627\u0648\u0631 \u0631\u0648\u0644 \u0628\u06cc\u06a9 \u06a9\u0646\u0648\u0646\u0634\u0646\u0632 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 Prisma (\u06cc\u0627 ORM) \u0645\u0646\u062a\u0642\u0644\u06cc \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0688\u06cc\u0632\u0627\u0626\u0646 \u0633\u0633\u0679\u0645 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u0627<\/strong>: \u0634\u067e\u0646\u06af \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0679\u0648\u06a9\u0646\u0632\u060c \u0648\u0642\u0641\u06c1 \u06a9\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2\u060c \u0627\u0648\u0631 \u0645\u0648\u062c\u0648\u062f\u06c1 \u0627\u062c\u0632\u0627\u0621 \u06a9\u06cc \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0648\u06ba \u06a9\u06d2 \u062e\u0644\u0627\u0641 \u0646\u0626\u06d2 \u0627\u062c\u0632\u0627\u0621 \u06a9\u06cc \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u0627\u067e\u0688\u06cc\u0679\u0631<\/strong>: \u062d\u062a\u0645\u06cc \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u06a9\u0648 \u067e\u0691\u06be\u06cc\u06ba \u0627\u0648\u0631 README\u060c \u0641\u06cc\u0686\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a\u060c \u06cc\u0627 \u0622\u067e\u0631\u06cc\u0679\u0631 \u0646\u0648\u0679\u0633 \u06a9\u0648 \u06cc\u06c1\u0627\u06ba \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u06cc\u0644\u06cc\u0632 \u0646\u0648\u0679\u0633 \u0645\u0635\u0646\u0641<\/strong>: \u062d\u0627\u0644\u06cc\u06c1 \u0627\u0646\u0636\u0645\u0627\u0645 \u06a9\u0648 \u067e\u0691\u06be\u06cc\u06ba \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u06cc\u06ba \u062c\u0648 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u0648 \u0679\u06cc\u0645 \u06a9\u06d2 \u0627\u0646\u062f\u0627\u0632 \u0645\u06cc\u06ba \u067e\u06cc\u0634 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u0627\u0626\u06cc\u06af\u06cc \u06a9\u0627 \u0627\u0646\u0636\u0645\u0627\u0645<\/strong>: \u0627\u0633\u0679\u0631\u0627\u0626\u067e \u0648\u06cc\u0628 \u06c1\u06a9 \u06a9\u06d2 \u0642\u0648\u0627\u0639\u062f \u06a9\u06cc \u0645\u06a9\u0645\u0644 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06c1\u0631 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 \u06a9\u0648 \u0627\u062f\u0627\u0626\u06cc\u06af\u06cc \u06a9\u06d2 \u0645\u0627\u06c1\u0631 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u0627\u062f\u0627\u0626\u06cc\u06af\u06cc \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 \u0641\u0639\u0627\u0644\u06cc\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u06cc \u0627\u06cc\u06a9 \u06c1\u06cc \u0634\u06a9\u0644 \u06c1\u06d2: \u0645\u0631\u06a9\u0632\u06cc \u06a9\u0631\u062f\u0627\u0631\u060c \u0645\u062d\u062f\u0648\u062f \u0679\u0648\u0644\u0632\u060c \u0648\u0627\u0636\u062d \u0627\u0646 \u067e\u0679\/\u0622\u0624\u0679 \u067e\u0679 \u0645\u0639\u0627\u06c1\u062f\u06d2\u060c \u0627\u0648\u0631 \u0637\u0631\u0632 \u0639\u0645\u0644 \u06a9\u06d2 \u0627\u0635\u0648\u0644\u06d4 \u0627\u0646\u0627\u0679\u0648\u0645\u06cc \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u06d2 \u062d\u0648\u0627\u0644\u06d2 \u06a9\u0631\u06cc\u06ba\u06d4 <code>\/agents<\/code>\u0641\u0627\u0626\u0644 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0631\u062a\u06a9\u0627\u0628 \u06a9\u0631\u06cc\u06ba\u06d4 \u062c\u06cc\u0633\u06d2 \u062c\u06cc\u0633\u06d2 \u0622\u067e \u06a9\u0627 \u06a9\u0648\u0688 \u0628\u06cc\u0633 \u0628\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633\u06cc \u0637\u0631\u062d \u0622\u067e \u06a9\u06cc \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0628\u06be\u06cc \u0628\u0691\u06be\u062a\u06cc \u06c1\u06d2\u06d4 \u0648\u06c1 \u0686\u06cc\u0632\u06cc\u06ba \u062c\u0648 \u0622\u067e \u0627\u067e\u0646\u06d2 \u06c1\u0627\u062a\u06be\u0648\u06ba \u0633\u06d2 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u0631\u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632\u0648\u06ba \u0633\u06d2 \u0686\u06be\u0679\u06a9\u0627\u0631\u0627 \u062d\u0627\u0635\u0644 \u06a9\u0631\u06cc\u06ba \u062c\u0646 \u067e\u0631 \u0622\u067e \u06a9\u06d2 \u067e\u06cc\u0633\u06d2 \u062e\u0631\u0686 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-start-smaller-if-seven-feels-like-a-lot\">\u0627\u06af\u0631 7 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0645\u062d\u0633\u0648\u0633 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062a\u0648\u060c \u0686\u06be\u0648\u0679\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba<\/h3>\n<p>\u0627\u06af\u0631 \u06c1\u0641\u062a\u06d2 \u06a9\u06d2 \u0622\u062e\u0631 \u0645\u06cc\u06ba 7 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0627 \u06c1\u0648\u0646\u0627 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0628\u0648\u062c\u06be \u06c1\u06d2\u060c \u062a\u0648 \u0627\u06cc\u0633\u0627 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u0633 \u067e\u06cc\u0679\u0631\u0646 \u06a9\u06d2 \u062a\u06cc\u0646 \u0633\u0628 \u0633\u06d2 \u0645\u0641\u06cc\u062f \u0648\u0631\u0698\u0646 \u06c1\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">codebase-researcher \u2192 build-with-tests skill \u2192 implementation-validator\n<\/code><\/pre>\n<p>\u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u0648\u0688 \u06a9\u0627 \u0646\u0642\u0634\u06c1 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0644\u0688 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u0645\u0627\u0646\u062f\u0627\u0631 \u0631\u06a9\u06be\u062a\u06cc \u06c1\u06d2\u06d4 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u067e\u06a9\u0691\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0622\u067e \u0633\u06d2 \u0686\u06be\u0648\u0679 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u062a\u06cc\u0646 \u062d\u0635\u0648\u06ba \u06a9\u0627 \u0633\u06cc\u0679 \u0627\u067e \u0622\u067e \u06a9\u0648 \u0686\u0646\u062f \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0633\u06d2 \u06af\u0632\u0631\u0646\u06d2 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06a9\u06c1 \u06cc\u06c1 \u06a9\u06c1\u0627\u06ba \u062a\u06a9 \u067e\u06c1\u0646\u0686\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u0631\u06af\u0691 \u06a9\u0648 \u0631\u0648\u06a9\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06af\u0644\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u062f\u0646 \u062a\u0645\u0627\u0645 \u0633\u0627\u062a \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-built-in-subagents-you-already-have\">\u0628\u0644\u0679 \u0627\u0646 \u0633\u0628 \u0627\u06cc\u062c\u0646\u0679\u0633 \u062c\u0648 \u0622\u067e \u06a9\u06d2 \u067e\u0627\u0633 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0645\u0648\u062c\u0648\u062f \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u0645\u0646\u062f\u0631\u062c\u06c1 \u0628\u0627\u0644\u0627 \u0633\u0627\u062a \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0633\u06cc \u06a9\u0648 \u0628\u0646\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c Claude Code \u0645\u06cc\u06ba \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06c1\u06cc \u06a9\u0626\u06cc \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba \u062c\u0646 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0622\u067e \u06a9\u0648 \u0645\u0639\u0644\u0648\u0645 \u06c1\u0648\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2 \u0627\u0648\u0631 \u062c\u0628 \u0645\u0646\u0627\u0633\u0628 \u06c1\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<ul>\n<li>\n<p><strong>\u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u06cc\u06ba<\/strong> \u06cc\u06c1 \u0635\u0631\u0641 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06d2 \u0627\u0648\u0631 \u0622\u067e \u06a9\u06d2 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\u062a\u0641\u0635\u06cc\u0644 \u0622\u067e \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u062f\u06c1 \u0686\u06cc\u0632 \u0633\u06d2 \u0645\u06cc\u0644 \u06a9\u06be\u0627\u062a\u06cc \u06c1\u06d2) \u06cc\u0627 \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u0641\u0627\u0626\u0644 <code>.claude\/commands\/feature-factory.md<\/code> (\u0627\u06af\u0631 \u0622\u067e \u0627\u0633\u06d2 \u0679\u0627\u0626\u067e \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u06cc\u06c1 \u0686\u0644 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4 <code>\/feature-factory<\/code>)\u06d4 \u0645\u0648\u0627\u062f \u0627\u06cc\u06a9 \u06c1\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0641\u0627\u0626\u0631\u0646\u06af \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1 \u0645\u062e\u062a\u0644\u0641 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u060c \u0627\u0633 \u0645\u06cc\u06ba \u06a9\u0648\u0626\u06cc \u0646\u06cc\u0627 \u062a\u0635\u0648\u0631 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\u0632\u06cc\u0627\u062f\u06c1 \u0637\u0627\u0642\u062a\u0648\u0631 \u0622\u0679\u0648\u0645\u06cc\u0634\u0646 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0627\u06cc\u062c\u0646\u0679 \u0648\u0631\u0698\u0646 \u0645\u06cc\u06ba \u0627\u067e \u06af\u0631\u06cc\u0688 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-the-chain-itself\">\u0632\u0646\u062c\u06cc\u0631 \u062e\u0648\u062f<\/h3>\n<p>\u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u062c\u0648 \u0633\u0644\u0633\u0644\u06c1 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2 \u0648\u06c1 \u06cc\u06c1 \u06c1\u06d2:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1779470028_265_\u06a9\u0644\u0627\u0688-\u06a9\u0648\u0688-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u0633\u0627\u0641\u0679-\u0648\u06cc\u0626\u0631-\u0641\u06cc\u06a9\u0679\u0631\u06cc-\u06a9\u06cc\u0633\u06d2.png\" alt=\"ef23d784-c2d0-4e39-99de-704152309023\" style=\"display:block;margin:0 auto\" width=\"941\" height=\"1672\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u0646\u0638\u0648\u0631\u06cc \u06a9\u06d2 \u062a\u06cc\u0646 \u0646\u06a9\u0627\u062a \u06c1\u06cc\u06ba:<\/p>\n<ol>\n<li>\n<p><strong>\u06a9\u06c1\u0627\u0646\u06cc \u06a9\u06d2 \u0628\u0639\u062f\u06d4<\/strong> \u06a9\u06cc\u0627 \u06cc\u06c1 \u0635\u062d\u06cc\u062d \u0645\u0633\u0626\u0644\u06c1 \u06c1\u06d2\u061f \u06a9\u06cc\u0627 \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 \u062f\u0631\u0633\u062a \u06c1\u06d2\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0631\u06cc\u0641\u0646\u06af \u06a9\u06d2 \u0628\u0639\u062f\u06d4<\/strong> \u06a9\u06cc\u0627 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0645\u062d\u0641\u0648\u0638 \u06c1\u06d2\u061f \u06a9\u06cc\u0627 \u06a9\u0648\u0688 \u0644\u06a9\u06be\u06d2 \u062c\u0627\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u0648\u0626\u06cc \u0633\u0631\u062e \u062c\u06be\u0646\u0688\u06d2 \u06c1\u06cc\u06ba\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0635\u062f\u06cc\u0642 \u06a9\u06d2 \u0628\u0639\u062f\u06d4<\/strong> \u06a9\u06cc\u0627 \u06cc\u06c1 PR \u0628\u06be\u06cc\u062c\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0627\u0631 \u06c1\u06d2\u061f<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627\u0642\u06cc \u0633\u0628 \u06a9\u0686\u06be \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0631\u0648\u0679\u0646\u06af \u06a9\u0627 \u06a9\u0627\u0645 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-version-1-the-orchestrator-as-a-skill\">\u0648\u0631\u0698\u0646 1: \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0628\u0637\u0648\u0631 \u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc<\/h3>\n<p>\u0627\u0633 \u0645\u06cc\u06ba \u0645\u06c1\u0627\u0631\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0631\u06cc\u06ba: <code>.claude\/skills\/feature-factory\/SKILL.md<\/code>. \u06a9\u0644\u0627\u0688 \u0633\u06d2 \u0627\u06cc\u06a9 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u06a9\u0648 \u06a9\u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-text\">Create a Claude Code skill at .claude\/skills\/feature-factory\/SKILL.md that orchestrates a feature build using seven existing subagents: codebase-researcher, story-writer, spec-writer, backend-builder, frontend-builder, test-verifier, implementation-validator.\n\nThe skill should:\n- Trigger when the user asks to build, ship, or implement a\n  feature with phrases like \"build a feature\", \"ship a\n  feature\", \"feature factory\", \"run the full chain\".\n- Run the chain in the order described below.\n- Pause for human approval after the story and after the brief.\n  At each approval point, handle three outcomes: approved,\n  changes requested, or rejected.\n- Run backend-builder first, then frontend-builder, then\n  test-verifier.\n- Invoke implementation-validator at the end and report\n  critical, important, and minor findings.\n- If the validator reports critical gaps, loop back to the\n  appropriate builder (backend or frontend), then re-run\n  test-verifier and the validator.\n\nOrder:\n1. codebase-researcher: map the area of code involved.\n2. story-writer: produce a user story.\n3. ASK HUMAN: approve the story.\n   - Approved: continue.\n   - Changes requested: re-invoke story-writer with the human's\n     feedback. Repeat this step until approved or rejected.\n   - Rejected: stop the chain. Summarise what was explored so\n     the human can decide what to do next.\n4. spec-writer: produce a technical brief.\n5. ASK HUMAN: approve the brief.\n   - Approved: continue.\n   - Changes requested: re-invoke spec-writer with the human's\n     feedback. Repeat this step until approved or rejected.\n   - Rejected: stop the chain. Keep the approved story so the\n     human can resume later with a different technical\n     approach.\n6. backend-builder: implement backend + unit tests.\n7. frontend-builder: implement frontend + component tests.\n8. test-verifier: write acceptance tests against the story.\n9. implementation-validator: report findings.\n10. If critical findings: route back to backend-builder or\n    frontend-builder, then re-run test-verifier and the\n    validator.\n11. ASK HUMAN: final review before opening PR.\n\nShow me the skill file before saving it.\n<\/code><\/pre>\n<p>\u06a9\u0644\u0627\u0688 \u06a9\u0686\u06be \u0627\u0633 \u0637\u0631\u062d \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-markdown\">---\nname: feature-factory\ndescription: Use this skill when the user asks to build, ship,\n  or implement a feature end to end. Runs the full chain of\n  seven subagents with human approval points after the story\n  and the brief, runs the build agents in order (backend,\n  frontend, test-verifier), then validates. Triggers on:\n  \"build a feature\", \"ship a feature\", \"run the factory\",\n  \"feature factory\".\n---\n\nProcess:\n\n1. Invoke the codebase-researcher subagent. Pass the feature\n   idea and the relevant area of code. Wait for findings.\n\n2. Invoke the story-writer subagent. Pass the feature idea\n   and the researcher's findings. Wait for the user story.\n\n3. Show the story to the user. Ask: \"Does this match what\n   you want? Reply 'approved' to continue, describe what\n   to change, or reply 'reject' to stop the chain.\"\n   - If approved, continue.\n   - If changes requested, invoke story-writer again with\n     the user's feedback. Repeat this step until approved\n     or rejected.\n   - If rejected, stop the chain. Summarise what was\n     explored so the user can decide what to do next.\n\n4. Invoke the spec-writer subagent. Pass the approved story\n   and the researcher's findings. Wait for the technical brief.\n\n5. Show the brief to the user. Ask: \"Any design red flags?\n   Reply 'approved' to continue, describe what to change,\n   or reply 'reject' to stop the chain.\"\n   - If approved, continue.\n   - If changes requested, invoke spec-writer again with\n     the user's feedback. Repeat this step until approved\n     or rejected.\n   - If rejected, stop the chain. Keep the approved story\n     so the user can resume later with a different\n     technical approach.\n\n6. Invoke the backend-builder subagent. Pass the brief and the\n   researcher's findings. Wait for the backend implementation\n   and its summary.\n\n7. Invoke the frontend-builder subagent. Pass the brief, the\n   researcher's findings, and the backend builder's summary\n   (so it knows the API contract). Wait for the frontend\n   implementation and its summary.\n\n8. Invoke the test-verifier subagent. Pass the approved story,\n   the brief, and both builder summaries. Wait for the\n   acceptance tests and the verifier's report.\n\n9. Invoke the implementation-validator subagent. Pass the\n   approved story, the approved brief, the test verifier's\n   report, and the current implementation. Wait for findings.\n\n10. If the validator reports critical findings, route them to\n    the right build agent (backend-builder or frontend-builder)\n    along with the relevant test from test-verifier. Then\n    re-run test-verifier and the validator.\n\n11. Show the validator findings to the user. Ask:\n    \"Ready to open the PR?\"\n\nRules:\n\n- Never skip the human approval points.\n- Never invoke frontend-builder before backend-builder.\n- Never invoke test-verifier before both builders have\n  finished.\n- Never invoke the validator before the chain has produced\n  some implementation and the verifier has run.\n- Each agent runs in its own subagent context. Pass only\n  the inputs that agent needs.\n- If any agent reports it cannot complete its task, stop\n  and surface the reason to the user.\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0645\u06a9\u0645\u0644 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0633\u0646\u06af\u0644 \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u0641\u0627\u0626\u0644 \u06c1\u06d2\u06d4 \u06cc\u06c1 7 \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0648\u06c1 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0645\u0644 \u06a9\u0631 \u0627\u06cc\u06a9 \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06c1\u06cc\u06ba\u06d4 \u0627\u0628\u060c \u0627\u06af\u0631 \u0622\u067e \u06a9\u0648 \u0635\u0631\u0641 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 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\u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-running-the-chain-a-compact-end-to-end-example\">\u0632\u0646\u062c\u06cc\u0631\u0648\u06ba \u0633\u06d2 \u0628\u0646\u062f \u0639\u0645\u0644: \u0627\u06cc\u06a9 \u06a9\u0648\u0645\u067e\u06cc\u06a9\u0679 \u0627\u06cc\u0646\u0688 \u0679\u0648 \u0627\u06cc\u0646\u0688 \u0645\u062b\u0627\u0644<\/h3>\n<p>\u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u06be\u0648\u0644\u06cc\u06ba \u0627\u0648\u0631 \u0679\u0627\u0626\u067e \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">\/feature-factory\n\nI want to add reminder emails for invoices that have been unpaid for more than 7 days.\n<\/code><\/pre>\n<p>\u06cc\u06c1\u0627\u06ba \u0627\u06af\u0644\u06d2 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u06c1\u06cc\u06ba:<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 1\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>codebase-researcher<\/code>. \u0627\u0646\u0648\u0627\u0626\u0633\u060c \u0627\u062f\u0627\u0626\u06cc\u06af\u06cc\u060c \u0627\u0648\u0631 \u0627\u06cc \u0645\u06cc\u0644 \u0641\u0627\u0626\u0644\u0648\u06ba \u0627\u0648\u0631 \u0631\u06cc\u0679\u0631\u0646 \u06a9\u0648 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062d\u0642\u0642 \u0627\u0633\u06d2 \u0627\u067e\u0646\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0645\u06cc\u06ba \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p>\u0627\u0646\u0648\u0627\u0626\u0633 \u0622\u06af\u06d2 \u0628\u0646\u0627\u0626\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2: <code>services\/invoices\/create.ts<\/code>. \u0631\u06cc\u0627\u0633\u062a \u0627\u0646\u0648\u0627\u0626\u0633 \u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06c1\u06d2\u06d4 \u0644\u06cc\u0646 \u062f\u06cc\u0646 \u06a9\u06cc \u0627\u06cc \u0645\u06cc\u0644\u0632 \u06af\u0632\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 <code>services\/email\/send.ts<\/code> \u062f\u0648\u0628\u0627\u0631\u06c1 \u0679\u0631\u0627\u0646\u0633\u0645\u06cc\u0634\u0646 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u0628\u0644 \u0627\u06cc\u0645 \u06a9\u06cc\u0648 \u0648\u0631\u06a9\u0631 <code>workers\/<\/code> \u0627\u06cc\u06a9 \u06a9\u0627\u0645 \u062c\u0648 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0637\u06d2 \u0634\u062f\u06c1 \u06c1\u06d2 \u0627\u0633 \u067e\u0631 \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u06cc \u062c\u0627 \u0631\u06c1\u06cc \u06c1\u06d2\u06d4 \u06a9\u0648\u0626\u06cc \u0645\u0648\u062c\u0648\u062f\u06c1 \u0627\u0637\u0644\u0627\u0639 \u06a9\u06cc \u0645\u0646\u0637\u0642 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0646\u062a\u0638\u0627\u0645\u06cc UI \u0627\u0633 \u067e\u0631 \u0648\u0627\u0642\u0639 \u06c1\u06d2: <code>app\/(admin)\/invoices\/<\/code>. \u0641\u0627\u0626\u0644\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u0627 \u0627\u0645\u06a9\u0627\u0646 \u06c1\u06d2: \u0627\u0646\u0648\u0627\u0626\u0633 \u0645\u0627\u0688\u0644\u060c \u0646\u0626\u06cc \u06cc\u0627\u062f \u062f\u06c1\u0627\u0646\u06cc \u0633\u0631\u0648\u0633\u060c \u0627\u06cc \u0645\u06cc\u0644 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u0631\u062c\u0633\u0679\u0631\u06cc\u060c \u0645\u06cc\u0646\u0648\u0626\u0644 \u0679\u0631\u06af\u0631\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0646\u06cc\u0627 \u0627\u06cc\u0688\u0645\u0646 \u067e\u06cc\u062c\u06d4<\/p>\n<\/blockquote>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 2\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>story-writer<\/code>\u0641\u0639\u0627\u0644 \u062e\u06cc\u0627\u0644\u0627\u062a \u0627\u0648\u0631 \u0646\u062a\u0627\u0626\u062c 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\u0631\u0648\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062a\u06cc\u0646 \u0627\u062e\u062a\u06cc\u0627\u0631\u0627\u062a \u067e\u06cc\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2: \u0645\u0646\u0638\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u060c \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u06cc\u06ba\u060c \u06cc\u0627 \u0645\u0633\u062a\u0631\u062f \u06a9\u0631\u06cc\u06ba\u06d4 \u0622\u067e \u0646\u06d2 \u06a9\u06c1\u0627\u0646\u06cc \u067e\u0691\u06be\u06cc \u06c1\u06d2\u06d4 \u0645\u06cc\u06ba \u0627\u0633\u06d2 \u0645\u0646\u0638\u0648\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u0648\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0645\u06cc\u0631\u06cc \u062e\u0648\u0627\u06c1\u0634 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 4\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>spec-writer<\/code>\u0645\u0646\u0638\u0648\u0631 \u0634\u062f\u06c1 \u06a9\u06c1\u0627\u0646\u06cc\u0648\u06ba \u0627\u0648\u0631 \u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0633\u06d2 \u0622\u06af\u0627\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u0633\u0627\u062f\u06c1 \u0688\u06cc\u0679\u0627 \u0645\u0627\u0688\u0644 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba (<code>lastReminderSentAt<\/code>)\u060c BullMQ \u0628\u06c1\u0627\u0624\u060c \u0645\u06cc\u0646\u0648\u0626\u0644 \u0679\u0631\u06af\u0631\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u0633\u060c \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 UI \u0679\u0627\u0626\u0644 \u062c\u0648 \u0622\u062e\u0631\u06cc \u0679\u0631\u0627\u0646\u0633\u0641\u0631 \u06a9\u0627 \u0648\u0642\u062a \u062f\u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0645\u0637\u0644\u0648\u0628\u06c1 \u0679\u06cc\u0633\u0679\u060c \u062e\u0637\u0631\u0627\u062a (\u0645\u0644\u0679\u06cc \u06a9\u0631\u0627\u06cc\u06c1 \u062f\u0627\u0631\u060c \u0679\u0627\u0626\u0645 \u0632\u0648\u0646)\u06d4<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 5\u06d4<\/strong> \u0622\u067e \u0646\u06d2 \u062e\u0627\u06a9\u06c1 \u067e\u0691\u06be \u0644\u06cc\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u067e\u06cc\u063a\u0627\u0645 \u062f\u06a9\u06be\u0627\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627: &quot;\u06c1\u0645 \u067e\u0631\u0648\u0633\u06cc\u0633 \u0634\u062f\u06c1 \u0627\u0646\u0648\u0627\u0626\u0633 ID \u06a9\u0648 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4&#8221; \u0688\u0627\u06a9\u0648 \u0622\u067e \u062c\u0648\u0627\u0628 \u062f\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">Change the deduplication approach. Do not use in-memory state.\nUse the lastReminderSentAt column instead.\n<\/code><\/pre>\n<p>\u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 <code>spec-writer<\/code>\u062c\u0628 \u062e\u0644\u0627\u0635\u06c1 \u0627\u067e \u0688\u06cc\u0679 \u06c1\u0648\u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u0627\u0633\u06d2 \u0645\u0646\u0638\u0648\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 6\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>backend-builder<\/code>\u0627\u06cc\u06a9 \u062c\u0627\u0626\u0632\u06c1 \u0627\u0648\u0631 \u0645\u062d\u0642\u0642 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0639\u0645\u0627\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0634\u0627\u0645\u0644 \u06a9\u06cc\u0627 \u06af\u06cc\u0627\u06d4 <code>lastReminderSentAt<\/code> \u06c1\u0645 \u0627\u0646\u0648\u0627\u0626\u0633 \u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0646\u0626\u06cc \u06cc\u0627\u062f \u062f\u06c1\u0627\u0646\u06cc \u0633\u0631\u0648\u0633 \u0628\u0646\u0627\u0626\u06cc\u06ba \u06af\u06d2\u060c \u0627\u0633\u06d2 \u0645\u0648\u062c\u0648\u062f\u06c1 BullMQ \u0648\u0631\u06a9\u0631 \u0633\u06d2 \u062c\u0648\u0691\u06cc\u06ba \u06af\u06d2\u060c \u0645\u06cc\u0646\u0648\u0626\u0644 \u0679\u0631\u06af\u0631\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u060c \u0627\u0648\u0631 \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06cc\u0648\u0646\u0679 \u0679\u06cc\u0633\u0679 \u0644\u06a9\u06be\u06cc\u06ba \u06af\u06d2\u06d4 \u0679\u0627\u0626\u067e \u0686\u06cc\u06a9\u060c \u0644\u0646\u0679 \u0627\u0648\u0631 \u0679\u06cc\u0633\u0679 \u0633\u0648\u06cc\u0679\u0633 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0648\u06c1 \u0633\u0628 \u0633\u0628\u0632 \u06c1\u06cc\u06ba\u06d4 \u062e\u0644\u0627\u0635\u06c1 \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<blockquote>\n<p>\u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u067e\u0631 \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f \u0645\u06a9\u0645\u0644 \u06c1\u0648 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u0627\u0626\u0644\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u06cc \u06af\u0626\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p><code>services\/reminders\/send-overdue.ts<\/code><\/p>\n<\/li>\n<li>\n<p><code>app\/api\/admin\/invoices\/[id]\/remind\/route.ts<\/code><\/p>\n<\/li>\n<li>\n<p><code>workers\/reminders.worker.ts<\/code><\/p>\n<\/li>\n<\/ul>\n<p>\u062a\u0631\u0645\u06cc\u0645 \u0634\u062f\u06c1 \u0641\u0627\u0626\u0644\u06cc\u06ba:<\/p>\n<ul>\n<li><code>prisma\/schema.prisma<\/code>    (\u0634\u0627\u0645\u0644 \u06a9\u06cc\u0627 \u06af\u06cc\u0627\u06d4 <code>lastReminderSentAt<\/code> \u06af\u0631\u0645\u06cc)<\/li>\n<\/ul>\n<p>\u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba: <code>prisma<\/code>\u060c <code>sendEmail<\/code>\u060c <code>daysAgo<\/code>\u0645\u0648\u062c\u0648\u062f\u06c1 <code>invoice-reminder<\/code> \u0627\u06cc \u0645\u06cc\u0644 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679\u0633\u060c \u06a9\u0644\u0627\u0633\u06a9 BullMQ <code>redisConnection<\/code>. \u06a9\u0631\u0627\u06cc\u06c1 \u062f\u0627\u0631 \u06a9\u06cc \u062a\u0646\u06c1\u0627\u0626\u06cc \u0645\u06cc\u0631\u0627\u062b \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u06cc\u0646\u0648\u0626\u0644 \u0679\u0631\u06af\u0631 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u067e\u0631 \u0646\u0627\u0641\u0630 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 <code>requireSameTenant<\/code> \u0645\u062f\u062f\u06af\u0627\u0631<\/p>\n<p>\u06cc\u0648\u0646\u0679 \u0679\u06cc\u0633\u0679 \u0634\u0627\u0645\u0644 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2: 7. \u0633\u0628\u06be\u06cc \u067e\u0627\u0633 \u06c1\u0648 \u06af\u0626\u06d2\u06d4 \u062a\u062c\u0648\u06cc\u0632 <code>CLAUDE.md<\/code> \u0627\u0635\u0648\u0644: &quot;\u06cc\u0627\u062f \u062f\u06c1\u0627\u0646\u06cc \u06a9\u0627 \u06a9\u0627\u0644\u0645 \u06c1\u06d2\u06d4 <code>last<action>SentAt<\/action><\/code> \u067e\u06cc\u0679\u0631\u0646\u06d4&#8221;<\/p>\n<\/blockquote>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 7\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>frontend-builder<\/code>\u06cc\u06c1 \u0627\u06cc\u06a9 \u062c\u0627\u0626\u0632\u06c1 \u067e\u06cc\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0627\u0648\u0631 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631\u0632 \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1\u06d4 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631 \u062e\u0644\u0627\u0635\u06c1 \u0633\u06d2 API \u0645\u0639\u0627\u06c1\u062f\u06c1 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u0645\u0646\u0638\u0645 \u0627\u0646\u0648\u0627\u0626\u0633 \u0679\u06cc\u0628\u0644 \u0645\u06cc\u06ba &quot;\u0622\u062e\u0631\u06cc \u0627\u0637\u0644\u0627\u0639 \u0628\u06be\u06cc\u062c\u06cc\u06ba&#8221; \u06a9\u0627\u0644\u0645 \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u06c1\u0631 \u0642\u0637\u0627\u0631 \u0645\u06cc\u06ba &quot;\u0627\u0637\u0644\u0627\u0639 \u0628\u06be\u06cc\u062c\u06cc\u06ba&#8221; \u0628\u0679\u0646 \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u06cc\u0646\u0648\u0626\u0644 \u0679\u0631\u06af\u0631 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 \u067e\u0631 \u067e\u0648\u0633\u0679 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c \u0628\u0648\u062c\u06be \u0627\u0648\u0631 \u062e\u0631\u0627\u0628\u06cc \u06a9\u06cc \u062d\u0627\u0644\u062a\u0648\u06ba \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u062c\u0632\u0627\u0621 \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4 \u0679\u0627\u0626\u067e \u0686\u06cc\u06a9\u060c \u0644\u0646\u0679 \u0627\u0648\u0631 \u0679\u06cc\u0633\u0679 \u0633\u0648\u06cc\u0679\u0633 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0648\u06c1 \u0633\u0628 \u0633\u0628\u0632 \u06c1\u06cc\u06ba\u06d4 \u062e\u0644\u0627\u0635\u06c1 \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<blockquote>\n<p>\u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u067e\u0631 \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f \u0645\u06a9\u0645\u0644 \u06c1\u0648 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u0627\u0626\u0644\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u06cc \u06af\u0626\u06cc\u06ba:<\/p>\n<p>\u062a\u0631\u0645\u06cc\u0645 \u0634\u062f\u06c1 \u0641\u0627\u0626\u0644\u06cc\u06ba:<\/p>\n<ul>\n<li><code>app\/(admin)\/invoices\/page.tsx<\/code>    (\u06a9\u0627\u0644\u0645 \u0627\u0648\u0631 \u0628\u0679\u0646 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba)<\/li>\n<\/ul>\n<p>\u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u06af\u06cc\u0627: \u0645\u0648\u062c\u0648\u062f\u06c1 \u0645\u0646\u062a\u0638\u0645 <code>DataTable<\/code>\u0645\u0648\u062c\u0648\u062f\u06c1 <code>useMutation<\/code> API \u06a9\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06c1\u06a9\u060c \u0645\u0648\u062c\u0648\u062f\u06c1 <code>Toast<\/code> \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc\/\u062e\u0631\u0627\u0628\u06cc \u06a9\u06cc \u062d\u06cc\u062b\u06cc\u062a\u06d4 API \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0628\u0627\u0644\u06a9\u0644 \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u06cc \u067e\u0633\u062f\u06cc\u062f \u062e\u0644\u0627\u0635\u06c1 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u062c\u0632\u0627\u0621 \u06a9\u06cc \u062c\u0627\u0646\u0686 \u0634\u0627\u0645\u0644 \u06a9\u06cc \u06af\u0626\u06cc\u06d4 5. \u0633\u0628 \u067e\u0627\u0633 \u06c1\u0648 \u06af\u0626\u06d2\u06d4<\/p>\n<\/blockquote>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 8\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>test-verifier<\/code>\u0645\u0646\u0638\u0648\u0631 \u0634\u062f\u06c1 \u06a9\u06c1\u0627\u0646\u06cc\u060c \u062e\u0627\u06a9\u06c1 \u0627\u0648\u0631 \u062e\u0644\u0627\u0635\u06c1 \u062f\u0648\u0646\u0648\u06ba \u0628\u0644\u0688\u0631\u0632 \u06a9\u0648 \u067e\u06c1\u0646\u0686\u0627\u0626\u06cc\u06ba\u06d4 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u0627\u06cc\u06a9 \u0642\u0628\u0648\u0644\u06cc\u062a \u0679\u06cc\u0633\u0679 \u0641\u0627\u0626\u0644 \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u062a\u0645\u0627\u0645 \u0686\u06be \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u0627\u0648\u0631 \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u06cc \u0635\u0648\u0631\u062a\u06cc\u06ba \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0646\u06cc\u0627 \u0679\u06cc\u0633\u0679 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0631\u067e\u0648\u0631\u0679:<\/p>\n<blockquote>\n<p>\u062a\u062d\u0631\u06cc\u0631\u06cc \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0679\u06cc\u0633\u0679: 8 (1 \u0641\u06cc \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u0627 \u0645\u0639\u06cc\u0627\u0631 + 2 \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc \u06a9\u06cc\u0633\u0632)\u06d4<\/p>\n<p>7 \u067e\u0627\u0633 \u06a9\u06cc\u0627\u06d4 1 \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648\u0627: &quot;\u06a9\u0631\u0627\u06cc\u06c1 \u062f\u0627\u0631\u0648\u06ba \u0645\u06cc\u06ba \u062f\u0633\u062a\u06cc \u0679\u0631\u06af\u0631 \u0645\u0633\u062a\u0631\u062f \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627&#8221; 403 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 200 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u0633\u0627 \u0645\u0639\u0644\u0648\u0645 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 \u0628\u06be\u06cc\u062c\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u0631\u0627\u06cc\u06c1 \u062f\u0627\u0631 \u06a9\u06cc \u062a\u0635\u062f\u06cc\u0642 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u06c1\u0645 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u0633\u06d2 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/blockquote>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 9\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06d2 \u0645\u0646\u062f\u0648\u0628\u06cc\u0646: <code>implementation-validator<\/code>. \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n<blockquote>\n<p><strong>\u062a\u0646\u0642\u06cc\u062f\u06cc:<\/strong> \u0645\u06cc\u0646\u0648\u0626\u0644 \u0679\u0631\u06af\u0631 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u062a\u0635\u062f\u06cc\u0642 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u06cc\u0688\u0645\u0646\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0627 \u062a\u0639\u0644\u0642 \u0627\u0633\u06cc \u06a9\u0631\u0627\u06cc\u06c1 \u062f\u0627\u0631 \u0633\u06d2 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u0627\u0646\u0648\u0627\u0626\u0633 \u06c1\u06d2\u06d4 \u06a9\u0645\u067e\u0646\u06cc \u0627\u06d2 \u0627\u06cc\u0688\u0645\u0646\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0645\u067e\u0646\u06cc \u0628\u06cc \u0627\u0646\u0648\u0627\u0626\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06cc\u0627\u062f\u062f\u06c1\u0627\u0646\u06cc \u06a9\u0648 \u0645\u062a\u062d\u0631\u06a9 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 (<code>app\/api\/admin\/invoices\/[id]\/remind\/route.ts<\/code>\u0644\u0627\u0626\u0646 14\u06d4) <code>requireSameTenant<\/code> \u0645\u062f\u062f\u06af\u0627\u0631 \u0627\u0645\u067e\u0648\u0631\u0679 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u0644\u06cc\u06a9\u0646 \u0628\u0644\u0627\u06cc\u0627 \u0646\u06c1\u06cc\u06ba \u06af\u06cc\u0627\u06d4<\/p>\n<p><strong>\u0627\u06c1\u0645:<\/strong> \u0646\u06c1 \u06c1\u06cc \u0679\u06cc\u0633\u0679 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u0627 \u0627\u062d\u0627\u0637\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2: <code>lastReminderSentAt<\/code> \u06cc\u06c1 \u0679\u06be\u06cc\u06a9 7 \u062f\u0646 \u067e\u06c1\u0644\u06d2 \u06a9\u06cc \u0628\u0627\u062a \u06c1\u06d2\u06d4 \u0648\u0627\u0636\u062d \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0642\u0648\u0627\u0639\u062f \u06a9\u06cc\u0627 \u06c1\u06cc\u06ba\u06d4 <code>><\/code> \u06cc\u0627 <code>>=<\/code>.<\/p>\n<p><strong>\u0645\u0639\u0645\u0648\u0644\u06cc:<\/strong> \u0646\u06cc\u0627 <code>ReminderColumn<\/code> \u0622\u067e \u0645\u0648\u062c\u0648\u062f\u06c1 \u0686\u06cc\u0632\u0648\u06ba \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>RelativeTime<\/code> \u0627\u067e\u0646\u06d2 \u0641\u0627\u0631\u0645\u06cc\u0679\u0631 \u06a9\u0648 \u0627\u0646 \u0644\u0627\u0626\u0646 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u06cc\u06c1 \u0627\u06cc\u06a9 \u062c\u0632\u0648 \u06c1\u06d2\u06d4<\/p>\n<\/blockquote>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 10\u06d4<\/strong> \u0627\u06c1\u0645 \u0646\u062a\u0627\u0626\u062c \u06a9\u0627 \u067e\u062a\u06c1 \u0686\u0644\u0627 \u06c1\u06d2\u06d4 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u067e\u06cc\u0686\u06be\u06d2 \u06c1\u0679 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062a\u0641\u0648\u06cc\u0636 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2: <code>backend-builder<\/code> \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0627\u0648\u0631 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u0645\u06cc\u06ba \u0646\u0627\u06a9\u0627\u0645\u06cc \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2\u06d4 \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 <code>requireSameTenant<\/code> \u062f\u0633\u062a\u06cc \u0679\u0631\u06af\u0631 \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 \u067e\u0631 \u06cc\u0648\u0646\u0679 \u0679\u06cc\u0633\u0679 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u067e\u06be\u0631 \u062f\u0648\u0691\u062a\u0627 \u06c1\u06d2\u06d4 <code>test-verifier<\/code>. \u062a\u0645\u0627\u0645 \u0622\u0679\u06be \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u067e\u0627\u0633 \u06a9\u0631 \u0644\u06cc\u06d2\u06d4 \u067e\u06be\u0631 <code>implementation-validator<\/code> \u062f\u0648\u0628\u0627\u0631\u06c1 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0635\u0627\u0641<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u06c1 11\u06d4<\/strong> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u062d\u062a\u0645\u06cc \u062c\u0627\u0626\u0632\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0648\u0642\u0641 \u06a9\u0631\u06d2 \u06af\u0627 \u0627\u0648\u0631 \u0622\u067e \u0633\u06d2 \u067e\u0648\u0686\u06be\u06d2 \u06af\u0627 \u06a9\u06c1 \u06a9\u06cc\u0627 \u0622\u067e PR \u06a9\u06be\u0648\u0644\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06cc \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0627\u0634\u0627\u0631\u06c1 \u0634\u0631\u0648\u0639 \u06c1\u0648\u0627\u06d4 \u0633\u0627\u062a \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0646\u06d2 \u06af\u06c1\u0631\u0627 \u06a9\u0627\u0645 \u06a9\u06cc\u0627\u06d4 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0646\u06d2 \u0633\u0644\u0633\u0644\u06c1 \u06a9\u0648 \u0631\u0648\u0679 \u06a9\u06cc\u0627 \u0627\u0648\u0631 \u062a\u06cc\u0646 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u067e\u0631 \u0631\u0648\u06a9 \u062f\u06cc\u0627 \u062c\u06c1\u0627\u06ba \u0641\u06cc\u0635\u0644\u06c1 \u0636\u0631\u0648\u0631\u06cc \u062a\u06be\u0627\u06d4<\/p>\n<h3 id=\"heading-version-2-the-orchestrator-as-a-subagent-advanced\">\u0648\u0631\u0698\u0646 2: \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0628\u0637\u0648\u0631 \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 (\u062c\u062f\u06cc\u062f)<\/h3>\n<p>\u062a\u06be\u0648\u0691\u06cc \u062f\u06cc\u0631 \u062a\u06a9 \u0622\u067e \u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc \u06a9\u0627 \u0648\u0631\u0698\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0622\u067e \u0686\u0627\u06c1\u06cc\u06ba \u06af\u06d2 \u06a9\u06c1 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0627\u067e\u0646\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0648\u0646\u0688\u0648 \u0645\u06cc\u06ba \u0686\u0644\u0627\u0626\u06d2\u06d4 \u0645\u06c1\u0627\u0631\u062a \u06a9\u06d2 \u0648\u0631\u0698\u0646 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0637\u06d2 \u0634\u062f\u06c1 \u0633\u06cc\u0634\u0646 \u06a9\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0648\u0627\u0631\u062b \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u062e\u062a\u0635\u0631 \u0641\u0646\u06a9\u0634\u0646\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06cc\u06c1 \u0679\u06be\u06cc\u06a9 \u06c1\u0648\u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0637\u0648\u06cc\u0644 \u0641\u0646\u06a9\u0634\u0646\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0637\u06d2 \u0634\u062f\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0686\u06cc\u0646 \u0645\u06cc\u06ba \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u0631\u06cc\u0627\u0633\u062a\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0622\u0628\u0627\u062f \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0648 \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0645\u06cc\u06ba \u062a\u0631\u0642\u06cc \u062f\u06cc\u0646\u0627 \u0627\u0633\u06d2 \u0627\u0644\u06af \u06a9\u0631 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0632\u0645\u0631\u06c1 <code>\/agents<\/code> \u0628\u0631\u0627\u06c1 \u06a9\u0631\u0645 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0648\u0636\u0627\u062d\u062a \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named feature-orchestrator.\n\nIts job: take a feature idea from the user and run the full\nseven-agent chain (codebase-researcher, story-writer, spec-writer, backend-builder, frontend-builder, test-verifier,\nimplementation-validator), pausing for human approval after the\nstory and after the brief, running the build agents in order\n(backend then frontend then verifier), then validating, then\nlooping back to the right build agent if the validator finds\ncritical gaps. Use the feature-factory skill for the exact step\norder, including the approve, changes-requested, and rejected\npaths at each human approval point.\n\nInputs:\n- a rough feature idea from the user\n\nOutputs:\n- a finished implementation in the working directory\n- a final summary of what was built, tests added, and any\n  validator findings the human chose to waive at the final\n  review\n\nTool access: Task (to invoke other subagents), Read, Bash.\nRecommended model: sonnet (this needs reasoning for routing).\nRecommended color: gray.\n\nBehaviour rules:\n- Use the feature-factory skill as the canonical step order.\n- Always invoke other agents through subagent invocation, not\n  by inlining their work.\n- Always pause at the human approval points described in the\n  skill. At each approval point, handle approved, changes\n  requested, and rejected paths exactly as the skill defines.\n- If any agent fails, surface the failure with the agent name\n  and stop. Do not silently retry.\n- Never edit code directly. Always go through the\n  appropriate build agent.\n<\/code><\/pre>\n<p>\u062a\u062d\u0631\u06cc\u06a9 \u0645\u06c1\u0627\u0631\u062a \u0648\u0631\u0698\u0646 \u06a9\u06d2 \u0644\u0626\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627 \u0627\u06cc\u06a9 \u062c\u06cc\u0633\u06cc \u06c1\u06d2. \u0641\u0631\u0642 \u0635\u0631\u0641 \u0627\u062a\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0627\u0628 \u0627\u067e\u0646\u06d2 \u062a\u0646\u0627\u0638\u0631 \u0645\u06cc\u06ba \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u062a\u0645 \u0627\u0633\u06d2 \u06a9\u0627\u0644 \u06a9\u0631\u0648 <code>@feature-orchestrator<\/code> \u0627\u0648\u0631 \u0641\u06cc\u0686\u0631 \u0622\u0626\u06cc\u0688\u06cc\u0627\u0632\u06d4 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0627 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u067e\u0648\u0631\u06cc \u0633\u0644\u0633\u0644\u06c1 \u0645\u06cc\u06ba 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\u0645\u0646\u0635\u0641\u0627\u0646\u06c1 \u06a9\u06be\u06cc\u0644 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0646\u06af\u0648\u0679\u06be\u06d2 \u06a9\u0627 \u0627\u0635\u0648\u0644: \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0686\u06cc\u0632 \u062c\u0633 \u0645\u06cc\u06ba \u06c1\u0648\u06d4 <code>Read<\/code>\u060c <code>Grep<\/code>\u06cc\u0627 <code>Glob<\/code> \u0635\u0631\u0641 \u0645\u062a\u0648\u0627\u0632\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0631\u0633\u0627\u0626\u06cc \u06a9\u0648 \u0686\u0644\u0627\u0646\u0627 \u0645\u062d\u0641\u0648\u0638 \u06c1\u06d2\u06d4 \u062c\u0648 \u0628\u06be\u06cc <code>Edit<\/code>\u060c <code>Write<\/code>\u06cc\u0627 <code>Bash<\/code> \u0631\u0633\u0627\u0626\u06cc \u0635\u0631\u0641 \u0627\u0633 \u0644\u06cc\u0646 \u0645\u06cc\u06ba \u06c1\u0648\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<h3 id=\"heading-failure-modes-to-expect\">\u0645\u062a\u0648\u0642\u0639 \u0646\u0627\u06a9\u0627\u0645\u06cc \u0645\u0648\u0688<\/h3>\n<p>\u0627\u0633 \u0637\u0631\u062d \u06a9\u06cc \u0632\u0646\u062c\u06cc\u0631 \u0686\u0644\u0627\u0646\u06d2 \u0648\u0627\u0644\u06cc \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0679\u06cc\u0645 \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u0686\u0646\u062f \u06c1\u0641\u062a\u0648\u06ba \u0645\u06cc\u06ba \u06a9\u0686\u06be \u0627\u06cc\u0633\u06d2 \u06c1\u06cc \u0686\u06cc\u0644\u0646\u062c\u0632 \u06a9\u0627 \u0633\u0627\u0645\u0646\u0627 \u06a9\u0631\u0646\u0627 \u067e\u0691\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06a9\u0648 \u062a\u0628\u0627\u06c1 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627\u06d4 \u0646\u0648\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0686\u06cc\u0632\u06cc\u06ba \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u06c1\u06cc\u06ba: \u06cc\u06c1\u0627\u06ba \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0641\u0648\u0631\u06cc \u062d\u0644 \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p><strong>\u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u0646\u0638\u0648\u0631\u06cc \u06a9\u0648 \u0686\u06be\u0648\u0691 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/strong> \u0645\u06c1\u0627\u0631\u062a \u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0645\u06cc\u06ba \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0645\u0646\u0638\u0648\u0631\u06cc \u06a9\u0627 \u0645\u0631\u062d\u0644\u06c1 \u0628\u0646\u0627\u0626\u06cc\u06ba (<code>ASK HUMAN: approve the story<\/code>)\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u06cc\u062c\u0646\u0679 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u06a9\u0627\u0645 \u06a9\u06d2 \u062d\u0635\u0648\u06ba \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/strong> \u0627\u067e\u0646\u06d2 \u0622\u0624\u0679 \u067e\u0679 \u0641\u0627\u0631\u0645\u06cc\u0679 \u0645\u06cc\u06ba &quot;What&#8217;s Covered\/Skipped&#8221; \u0686\u06cc\u06a9 \u0644\u0633\u0679 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u0633\u06d2 \u06a9\u0686\u06be \u0686\u06be\u0648\u0679 \u06af\u06cc\u0627 \u062c\u0633\u06d2 \u0628\u0639\u062f \u0645\u06cc\u06ba \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0646\u06d2 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u06cc\u0627\u06d4<\/strong> \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06d2 \u0631\u0648\u06cc\u06d2 \u06a9\u06d2 \u0642\u0648\u0627\u0639\u062f \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0646\u06cc\u0627 \u0627\u0635\u0648\u0644 \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0627\u0631 \u0641\u06cc \u0641\u06cc\u0686\u0631 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0648\u0627\u0636\u062d \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0645\u0688\u0686\u06cc\u0646 \u06a9\u06cc \u06a9\u0645\u06cc \u06c1\u06d2\u06d4<\/strong> \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u0627 <code>CLAUDE.md<\/code> \u06c1\u0631 \u0627\u06c1\u0645 \u062e\u0635\u0648\u0635\u06cc\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0646\u06cc\u0627 \u0645\u0631\u06a9\u0632\u06cc \u0633\u06cc\u0634\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0644\u0633\u0644\u06c1 \u0628\u0627\u0644\u06a9\u0644 \u0679\u06be\u06cc\u06a9 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u0646\u06d2 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\u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631 \u06a9\u06d2 \u0642\u0648\u0627\u0646\u06cc\u0646 \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u0637\u062d \u06a9\u06cc \u062a\u0636\u0627\u062f\u0627\u062a \u0641\u06cc\u0688 \u0628\u06cc\u06a9 \u06c1\u06cc\u06ba\u060c \u067e\u06cc\u0686 \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u06a9 \u0627\u0686\u06be\u06cc \u0641\u06cc\u06a9\u0679\u0631\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u0627 \u0622\u0633\u0627\u0646 \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2\u060c \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u0627 \u0645\u0634\u06a9\u0644 \u0646\u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-8-the-delivery-layer-prs-reviews-and-the-new-sdlc\">8. \u0688\u06cc\u0644\u06cc\u0648\u0631\u06cc \u067e\u0631\u062a: PR\u060c \u062c\u0627\u0626\u0632\u06d2 \u0627\u0648\u0631 \u0646\u0626\u06cc SDLC<\/h2>\n<p>\u0627\u0628 \u062a\u06a9\u060c \u06cc\u06c1 \u0645\u0636\u0645\u0648\u0646 \u0627\u06cc\u06a9 \u06a9\u06cc \u0628\u0648\u0631\u0688 \u0686\u06cc\u0632 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u0622\u0626\u06cc\u06d2 \u0632\u0648\u0645 \u0622\u0624\u0679 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u062c\u0628 AI \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u06a9\u0648\u0688\u0646\u06af\u060c \u0679\u06cc\u0633\u0679\u0646\u06af \u0627\u0648\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u06cc \u06a9\u0648\u0634\u0634\u0648\u06ba \u06a9\u0648 \u062c\u0630\u0628 \u06a9\u0631 \u0644\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0644\u0627\u06af\u062a \u06a9\u0645 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0645\u0641\u062a \u06c1\u0648\u06af\u0627\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0631\u06a9\u0627\u0648\u0679\u06cc\u06ba \u0628\u062f\u0644 \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0633\u0633\u062a \u062d\u0635\u06d2 \u0679\u0627\u0626\u067e\u0646\u06af\u060c \u0645\u0646\u0633\u0644\u06a9 \u0627\u0648\u0631 \u062a\u0644\u0627\u0634 \u06a9\u0631 \u0631\u06c1\u06d2 \u062a\u06be\u06d2\u06d4 \u0627\u0628 \u0633\u0633\u062a \u062d\u0635\u06c1 \u0635\u062d\u06cc\u062d \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u0635\u062d\u06cc\u062d \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u0631\u0648\u06cc\u06d2 \u06a9\u06cc \u062a\u0648\u062b\u06cc\u0642 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u06cc\u0627 \u062c\u0627\u0631\u06cc \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u06a9\u06cc\u0633\u06d2 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0627\u0626\u0632\u06d2 \u06a9\u06cc\u0633\u06d2 \u06a9\u06cc\u06d2 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646\u0632 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1779470028_197_\u06a9\u0644\u0627\u0688-\u06a9\u0648\u0688-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u0633\u0627\u0641\u0679-\u0648\u06cc\u0626\u0631-\u0641\u06cc\u06a9\u0679\u0631\u06cc-\u06a9\u06cc\u0633\u06d2.png\" alt=\"ef5e86ca-dea9-4106-a254-b3f2bbeb44fc\" style=\"display:block;margin:0 auto\" width=\"1024\" height=\"1536\" loading=\"lazy\" title=\"\"><\/p>\n<p><em>\u0634\u06a9\u0644 6: \u062c\u0628 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u0648\u0688\u0646\u06af \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0648 \u062c\u0630\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062a\u0648 SDLC \u06a9\u0648 \u06a9\u0633 \u0637\u0631\u062d \u062f\u0648\u0628\u0627\u0631\u06c1 \u0645\u0646\u0638\u0645 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u06cc\u0646\u0688 \u0622\u0641 \u0679\u0648\u0679 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u0627\u0626\u0632\u06c1 \u0627\u0648\u0631 \u0641\u06cc\u0635\u0644\u06c1 \u0627\u0646\u0633\u0627\u0646 \u06c1\u06d2\u06d4<\/em><\/p>\n<h3 id=\"heading-one-engineer-can-now-finish-a-complete-vertical-slice\">\u0627\u0628 \u0627\u06cc\u06a9 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 \u0645\u06a9\u0645\u0644 \u0639\u0645\u0648\u062f\u06cc \u0679\u06a9\u0691\u0627 \u0645\u06a9\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/h3>\n<p>\u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0633\u0644\u0633\u0644\u06c1 \u0628\u06be\u0627\u0631\u06cc \u0644\u0641\u0679\u0646\u06af \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c SDLC \u06a9\u06cc \u0634\u06a9\u0644 \u0628\u062f\u0644 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0645\u0627\u06c1\u0631\u06cc\u0646 \u06a9\u06cc \u0642\u0637\u0627\u0631 \u0645\u06cc\u06ba \u0645\u0646\u062a\u0642\u0644 \u06c1\u0648\u062a\u06cc \u062a\u06be\u06cc\u06ba\u06d4 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u062c\u0646 \u06a9\u0648 \u0646\u0626\u06d2 API \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u0648\u06c1 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u062c\u0646\u06c1\u06cc\u06ba UI \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u062a\u06be\u06cc \u0648\u06c1 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631 \u0631\u06c1\u06d2 \u062a\u06be\u06d2\u06d4 \u0646\u0626\u06cc \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u062c\u0627\u0631\u06cc \u06c1\u0648\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062a\u06cc\u0646 \u06cc\u0627 \u0686\u0627\u0631 \u0644\u0648\u06af\u0648\u06ba \u06a9\u06d2 \u06a9\u0627\u0645 \u0633\u06d2 \u06af\u0632\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0648\u0642\u062a\u060c \u06a9\u0627\u0645 \u0635\u0631\u0641 \u06a9\u0633\u06cc \u0627\u0648\u0631 \u06a9\u06d2 \u062c\u0627\u0626\u0632\u06d2 \u06a9\u06cc \u0642\u0637\u0627\u0631 \u0645\u06cc\u06ba \u0628\u06cc\u0679\u06be\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0628 \u0648\u06c1\u06cc \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 \u0634\u0631\u0648\u0639 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 <code>\/feature-factory<\/code>\u0633\u0644\u0633\u0644\u06c1 \u0622\u062e\u0631 \u0633\u06d2 \u0622\u062e\u0631 \u062a\u06a9 \u0686\u0644\u062a\u0627 \u06c1\u06d2 (\u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688\u060c \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688\u060c \u0642\u0628\u0648\u0644\u06cc\u062a \u06a9\u06cc \u062c\u0627\u0646\u0686\u060c \u062a\u0648\u062b\u06cc\u0642) \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0645\u06a9\u0645\u0644 \u0639\u0645\u0648\u062f\u06cc \u0633\u0644\u0627\u0626\u0633 \u06a9\u0648 \u0627\u06cc\u06a9 PR \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0646\u0627\u0645\u0632\u062f \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u0633\u0691\u06a9 \u067e\u0631 \u0627\u06cc\u06a9 \u0634\u062e\u0635\u06d4 \u0632\u06cc\u0631\u0648 \u06c1\u06cc\u0646\u0688 \u0622\u0641\u06d4 \u0633\u06cc\u06a9\u0634\u0646 11 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u067e\u0631 \u0648\u0627\u067e\u0633 \u0622\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0679\u06cc\u0645\u0648\u06ba \u0627\u0648\u0631 \u0648\u0633\u06cc\u0639 \u062a\u0631 \u0635\u0646\u0639\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633 \u06a9\u0627 \u06a9\u06cc\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2\u06d4 \u0627\u0628 \u0627\u06c1\u0645 \u0628\u0627\u062a \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0627\u0645 \u06a9\u06cc \u0627\u06a9\u0627\u0626\u06cc \u0628\u062f\u0644 \u06af\u0626\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0641\u0639\u0627\u0644\u06cc\u062a \u0679\u06a9\u0691\u06d2 \u0679\u06a9\u0691\u06d2 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u067e\u0648\u0631\u06cc \u0686\u06cc\u0646 \u0633\u06d2 \u0622\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-stack-your-features-not-the-inside-of-one-feature\">\u0627\u0633\u0679\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a\u060c \u0627\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc\u062a \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0646\u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>\u06c1\u06cc\u0646\u0688 \u0622\u0641 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0627\u06af\u0644\u0627 \u0633\u0648\u0627\u0644 \u06c1\u06d2\u060c &quot;\u062c\u0628 \u0645\u06cc\u06ba \u0622\u062e\u0631\u06cc PR \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u0627 \u06c1\u0648\u06ba \u062a\u0648 \u0645\u062c\u06be\u06d2 \u06a9\u06cc\u0627 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u061f&#8221; \u062c\u0648\u0627\u0628 \u062f\u0648\u0633\u0631\u0627 \u0641\u0639\u0644 \u06c1\u06d2\u06d4 \u0627\u0648\u0631 \u062a\u06cc\u0633\u0631\u0627\u06d4<\/p>\n<p>\u0627\u0633 \u0633\u06d2 \u0645\u06cc\u0644 \u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u067e\u06cc\u0679\u0631\u0646 \u06c1\u06d2 <strong>\u062c\u0645\u0639 \u0634\u062f\u06c1 PR<\/strong>\u062a\u0627\u06c1\u0645\u060c \u0627\u0633\u0679\u06cc\u06a9\u0646\u06af \u06cc\u0648\u0646\u0679 \u0641\u06cc \u0641\u06cc\u0686\u0631 \u0627\u06cc\u06a9 PR \u06c1\u06d2\u060c \u0641\u06cc \u0641\u06cc\u0686\u0631 \u0633\u0644\u0627\u0626\u0633 \u0627\u06cc\u06a9 PR \u0646\u06c1\u06cc\u06ba\u06d4 \u06c1\u0631 PR \u0627\u06cc\u06a9 \u0645\u06a9\u0645\u0644 \u0639\u0645\u0648\u062f\u06cc \u0679\u06a9\u0691\u0627 \u06c1\u06d2 \u062c\u0633\u06d2 \u0627\u06cc\u06a9 \u0633\u0644\u0633\u0644\u06c1 \u06a9\u06d2 \u0639\u0645\u0644 \u0633\u06d2 \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u062d\u0642\u06cc\u0642\u062a \u0645\u06cc\u06ba \u06cc\u06c1 \u0627\u0633 \u0637\u0631\u062d \u06c1\u06d2\u06d4 \u0645\u06a9\u0645\u0644 \u0641\u0646\u06a9\u0634\u0646 A. PR A \u06a9\u0648 \u0627\u0633 \u0645\u06cc\u06ba \u06a9\u06be\u0648\u0644\u06cc\u06ba: <code>feature-a<\/code> \u06a9\u06d2 \u062e\u0644\u0627\u0641 <code>main<\/code>. A \u06a9\u06d2 \u0646\u0638\u0631\u062b\u0627\u0646\u06cc \u06a9\u06d2 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u06ba \u0622\u067e \u0646\u06c1\u06cc\u06ba \u0631\u06a9\u062a\u06d2\u06d4 \u0622\u067e \u0634\u0627\u062e \u06c1\u06cc\u06ba <code>feature-b<\/code> \u0627\u0648\u067e\u0631 <code>feature-a<\/code> (\u0627\u0648\u067e\u0631 \u0646\u06c1\u06cc\u06ba\u06d4 <code>main<\/code>\u060c \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba\u06d4 <code>\/feature-factory<\/code> \u06c1\u0645 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 PR B \u0628\u06be\u06cc\u062c\u062a\u06d2 \u06c1\u06cc\u06ba: <code>feature-a<\/code>. \u0634\u0627\u062e\u06cc\u06ba \u062e\u062a\u0645 \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba \u062c\u0628\u06a9\u06c1 A \u0627\u0648\u0631 B \u062f\u0648\u0646\u0648\u06ba \u0632\u06cc\u0631 \u062c\u0627\u0626\u0632\u06c1 \u06c1\u06cc\u06ba\u06d4 <code>feature-c<\/code> \u0627\u0648\u067e\u0631 <code>feature-b<\/code> \u0627\u0648\u0631 \u067e\u06be\u0631 \u06c1\u0645 \u062a\u06cc\u0633\u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0622\u0631\u0688\u0631 \u0627\u06c1\u0645 \u06c1\u06d2\u06d4 \u067e\u06c1\u0644\u06d2 \u0636\u0645 \u06c1\u0648\u0646\u0627 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2\u06d4 \u067e\u06be\u0631 \u0628\u06cc <code>main<\/code> \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u0646\u0636\u0645\u0627\u0645\u06d4 \u067e\u06be\u0631 C \u06c1\u06d2\u06d4 <code>main<\/code> \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u0646\u0636\u0645\u0627\u0645\u06d4 \u0679\u0648\u0644\u0632 \u062c\u06cc\u0633\u06d2 \u06af\u0631\u06cc\u0641\u0627\u0626\u0679\u060c \u0633\u06cc\u067e\u0644\u0646\u06af\u060c \u06cc\u0627 \u06af\u0679 \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u0679\u0648\u0644\u0632 <code>git rebase --onto<\/code> \u062c\u0628 \u0627\u067e \u0627\u0633\u0679\u0631\u06cc\u0645 PRs \u06a9\u0648 \u0636\u0645 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0637\u0648\u0631 \u067e\u0631 \u0631\u06cc \u0628\u06cc\u0633 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0648\u0642\u062a \u0622\u067e \u06a9\u0648 \u0627\u0633 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0686\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633\u06d2 \u0645\u062d\u0641\u0648\u0638 \u0631\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0648 \u0627\u0635\u0648\u0644 \u06c1\u06cc\u06ba:<\/p>\n<p>\u0633\u0628 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 <strong>\u0632\u0646\u062c\u06cc\u0631 \u06a9\u0627 \u0627\u062d\u062a\u0631\u0627\u0645 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong> \u0627\u06af\u0631 C \u06a9\u0627 \u0627\u0646\u062d\u0635\u0627\u0631 B \u067e\u0631 \u06c1\u06d2 \u062a\u0648 B \u0633\u06d2 \u067e\u06c1\u0644\u06d2 C \u06a9\u0648 \u0636\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u0628\u0631\u0627\u0646\u0686\u0646\u06af \u06af\u0631\u0627\u0641 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06c1\u06cc \u0627\u0633\u06d2 \u0646\u0627\u0641\u0630 \u06a9\u0631 \u062f\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0627\u0648\u0646\u0686\u06cc \u0622\u0648\u0627\u0632 \u0645\u06cc\u06ba \u06a9\u06c1\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0627\u06af\u0631 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc PR \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0642\u062a \u0644\u06af\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u0622\u06af\u06d2 \u062c\u0627\u0646\u06d2 \u06a9\u0627 \u0644\u0627\u0644\u0686 \u062d\u0642\u06cc\u0642\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u062f\u0648\u0633\u0631\u0627 <strong>\u0627\u06cc\u06a9 \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0648 \u0627\u0633\u0679\u06cc\u06a9 \u0645\u06cc\u06ba \u062a\u0642\u0633\u06cc\u0645 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong> \u0627\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc\u062a \u0627\u06cc\u06a9 PR \u06c1\u0648\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0627\u067e\u0646\u06cc \u0645\u0627\u0626\u06cc\u06af\u0631\u06cc\u0634\u0646 \u06a9\u0648 PR 1 \u0645\u06cc\u06ba\u060c \u0622\u067e \u06a9\u06d2 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u06a9\u0648 PR 2 \u0645\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0622\u067e \u06a9\u0627 UI PR 3 \u0645\u06cc\u06ba \u0631\u06a9\u06be\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0627\u0633 \u06a9\u0627 \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0622\u067e \u0646\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc \u062f\u0648\u0691 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0633\u06cc \u0632\u0646\u062c\u06cc\u0631\u06cc\u06ba \u0628\u0646\u0627 \u0644\u06cc \u06c1\u06cc\u06ba\u06d4 \u0648\u0627\u067e\u0633 \u062c\u0627\u0626\u06cc\u06ba \u0627\u0648\u0631 \u06a9\u06c1\u0627\u0646\u06cc \u06a9\u06cc \u0633\u0637\u062d \u067e\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u06cc\u06ba (\u0633\u06cc\u06a9\u0634\u0646 7) \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062f\u0648 \u0686\u06be\u0648\u0679\u06cc \u0632\u0646\u062c\u06cc\u0631\u06cc\u06ba \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u06c1\u0631 \u0633\u0644\u0633\u0644\u06c1 \u0627\u0628 \u0628\u06be\u06cc \u0627\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06c1\u0631 \u062e\u0635\u0648\u0635\u06cc\u062a \u0627\u0628 \u0628\u06be\u06cc \u0627\u06cc\u06a9 PR \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0622\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u06cc\u06a9\u0679\u0631\u06cc \u06a9\u06cc \u0628\u0627\u062a \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0627\u06cc\u06a9 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 \u06a9\u0633\u06cc \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u0627\u06cc\u06a9 \u0641\u0646\u06a9\u0634\u0646 \u0645\u06a9\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u062c\u0645\u0648\u0639\u06cc PRs \u062e\u0648\u062f \u06a9\u0648 \u062e\u0648\u062f \u062c\u0627\u0626\u0632\u06c1 \u06a9\u06cc \u0642\u0637\u0627\u0631 \u0633\u06d2 \u0631\u0648\u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u0645\u062a\u0639\u062f\u062f \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u0648 \u0622\u06af\u06d2 \u0628\u0691\u06be\u0646\u06d2 \u06a9\u0627 \u0627\u06cc\u06a9 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\u0644\u06cc\u06d2 PR \u062c\u0627\u0626\u0632\u06c1 \u06a9\u06d2 \u0645\u0633\u062a\u0642\u0644 \u0646\u0645\u0648\u0646\u0648\u06ba \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0645\u0633\u062a\u0642\u0644 \u0645\u0632\u0627\u062c\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0648\u0627\u062d\u062f \u0633\u0628 \u0633\u06d2 \u0645\u0641\u06cc\u062f \u0646\u0645\u0648\u0646\u06c1 \u062a\u0645\u0627\u0645 PRs \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0635\u0631\u060c \u0648\u0627\u0636\u062d \u0686\u06cc\u06a9 \u0644\u0633\u0679 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u063a\u06cc\u0631\u060c \u062c\u0627\u0626\u0632\u06d2 \u0633\u0627\u067e\u06cc\u06a9\u0634 \u0628\u0646 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0631 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\u0628\u0646\u0627\u0626\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-text\">Create a project-level subagent named pr-reviewer.\n\nIts job: review a pull request against this project's review\nchecklist and report findings grouped by severity. It does\nnot edit files or merge PRs.\n\nInputs:\n- a PR or a diff to review\n- CLAUDE.md and any project-level rules\n\nOutputs, grouped by severity:\n- critical (must fix before merge)\n- important (should fix before merge)\n- minor (nice to have)\n\nAlways check for:\n- Scope: one clear purpose, no unrelated refactoring,\n  no unrelated files.\n- Tests: unit tests cover the core behaviour, failure\n  cases tested, existing tests still pass.\n- Security and tenant safety: auth checks, tenant isolation\n  preserved, no secrets in logs or error responses.\n- Architecture: business logic out of UI and API route\n  handlers, existing patterns from CLAUDE.md respected,\n  no unjustified new dependencies.\n- Documentation: README or feature docs updated for\n  user-facing changes, technical debt acknowledged in\n  the PR description.\n\nTool access: Read, Grep, Glob, Bash (for git commands only).\nRecommended model: sonnet (this needs careful reasoning).\nRecommended color: orange.\n\nBehaviour rules:\n- Never edit files.\n- Never merge or close PRs.\n- Cite file paths and line numbers for every finding.\n- Mark opinion-based findings clearly so reviewers can\n  ignore them safely.\n<\/code><\/pre>\n<p>\u062c\u0628 \u06a9\u0644\u0627\u0688 \u0627\u06cc\u06a9 \u0641\u0627\u0626\u0644 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0633 \u06a9\u0627 \u0627\u0631\u062a\u06a9\u0627\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0633 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba \u0627\u0628 \u0627\u06cc\u06a9 \u0645\u0633\u062a\u0642\u0644 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u0627 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062c\u0633\u06d2 \u0627\u0646\u0633\u0627\u0646 \u0627\u0648\u0631 AI \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u0627\u0644 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\u06a9\u0645\u067e\u0646\u06cc B \u0633\u06d2 \u0627\u0646\u0648\u0627\u0626\u0633\u0632 \u0688\u0627\u0624\u0646 \u0644\u0648\u0688 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1\u06cc \u0648\u062c\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062e\u0635\u0648\u0635 \u062c\u0627\u0626\u0632\u06c1 \u0686\u06cc\u06a9 \u0644\u0633\u0679 \u0627\u06cc\u06a9 \u0639\u0627\u0645 AI \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0633\u06d2 \u06a9\u06c1\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0642\u06cc\u0645\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-where-humans-win\">\u062c\u06c1\u0627\u06ba \u0627\u0646\u0633\u0627\u0646 \u062c\u06cc\u062a\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h3>\n<p>AI \u062c\u0627\u0626\u0632\u06c1 \u0645\u0646\u0638\u0648\u0631 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 AI \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0648\u06ba \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u0627 \u0686\u06cc\u06a9 \u0644\u0633\u0679 \u0633\u06d2 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0679\u06cc\u0633\u0679 \u06a9\u06cc \u062a\u062c\u0648\u06cc\u0632 \u062f\u06d2 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0644\u06cc\u06a9\u0646 \u0627\u0646\u0633\u0627\u0646 \u067e\u06be\u0631 \u0628\u06be\u06cc \u0627\u06c1\u0645 \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u06a9\u06cc\u0627 \u06cc\u06c1 \u0635\u062d\u06cc\u062d \u0645\u0633\u0626\u0644\u06c1 \u062d\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u06af\u0631 \u06cc\u06c1 \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u062a\u062c\u0627\u0631\u062a \u06c1\u06d2\u060c \u0627\u06af\u0631 \u0627\u0633\u06d2 \u0627\u0628\u06be\u06cc \u062c\u0627\u0631\u06cc \u06a9\u06cc\u0627 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u060c \u0627\u06af\u0631 \u0627\u0633\u06d2 \u0641\u06cc\u0686\u0631 \u0641\u0644\u06cc\u06af \u06a9\u06d2 \u0628\u0639\u062f \u062c\u0627\u0631\u06cc \u06a9\u06cc\u0627 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u060c \u0627\u06af\u0631 \u0627\u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0635\u0627\u0631\u0641 \u06a9\u06d2 \u0645\u0632\u06cc\u062f \u0688\u06cc\u0679\u0627 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u060c \u0648\u063a\u06cc\u0631\u06c1\u06d4<\/p>\n<p>\u0648\u06c1 \u0641\u06cc\u0635\u0644\u06c1 \u0627\u0628 \u0628\u06be\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0686\u06cc\u0632 \u06c1\u06d2\u06d4 \u0628\u06c1\u062a\u0631\u06cc\u0646 AI \u0633\u06d2 \u0686\u0644\u0646\u06d2 \u0648\u0627\u0644\u06cc \u0679\u06cc\u0645\u06cc\u06ba \u0648\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u0646\u0633\u0627\u0646\u0648\u06ba \u06a9\u0648 \u062e\u062a\u0645 \u06a9\u0631 \u062f\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0648\u06c1\u06cc \u06c1\u06cc\u06ba \u062c\u0648 \u0627\u0646\u0633\u0627\u0646\u0648\u06ba \u06a9\u0648 \u0648\u06c1\u0627\u06ba \u0688\u0627\u0644\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u06c1\u0627\u06ba \u0627\u0646 \u06a9\u0627 \u0641\u06cc\u0635\u0644\u06c1 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-9-build-your-first-claude-powered-software-factory\">9. \u067e\u06c1\u0644\u06cc \u06a9\u0644\u0627\u0688 \u067e\u0631 \u0645\u0628\u0646\u06cc \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0628\u0646\u0627\u0646\u0627<\/h2>\n<p>\u0646\u0638\u0631\u06cc\u06c1 \u062e\u062a\u0645 \u06c1\u0648 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1\u0627\u06ba \u0622\u067e \u06a9\u06d2 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0644\u06af\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0686\u06cc\u06a9 \u0644\u0633\u0679 \u06c1\u06d2: \u06c1\u0631 \u0642\u062f\u0645 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u06d2 \u062d\u0635\u06d2 \u06a9\u06cc \u0637\u0631\u0641 \u0627\u0634\u0627\u0631\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u0633 \u06a9\u06cc \u0648\u062c\u06c1 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<table>\n<thead>\n<tr>\n<th>#<\/th>\n<th>\u0642\u062f\u0645<\/th>\n<th>\u06a9\u06c1\u0627\u06ba<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u0622\u0641\u06cc\u0634\u0644 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0633\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/td>\n<td>https:\/\/code.claude.com\/docs\/en\/desktop<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u0641\u0648\u0644\u0688\u0631 \u06a9\u0627 \u0688\u06be\u0627\u0646\u0686\u06c1 \u0628\u0646\u0627\u0626\u06cc\u06ba (<code>.claude\/agents<\/code>\u060c <code>.claude\/skills\/feature-factory<\/code>\u060c <code>.claude\/skills\/build-with-tests<\/code>\u060c <code>.claude\/hooks<\/code>\u060c <code>CLAUDE.md<\/code>)<\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 5<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u0644\u06a9\u06be\u0646\u0627 <code>CLAUDE.md<\/code> (100-300 \u0644\u0627\u0626\u0646\u06cc\u06ba\u060c \u0645\u0646\u0635\u0648\u0628\u06d2 \u06a9\u06d2 \u062d\u0642\u0627\u0626\u0642 \u0627\u0648\u0631 \u0642\u0648\u0627\u0639\u062f)<\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 5<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u0627\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be 7 \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0628\u0646\u0627\u0626\u06cc\u06ba: <code>\/agents<\/code><\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 6<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u0646\u0633\u0644 <code>feature-factory<\/code> \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679\u0631 \u06a9\u06cc \u0645\u06c1\u0627\u0631\u062a\u06cc\u06ba\u06d4<\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 7<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>\u0646\u0633\u0644 <code>build-with-tests<\/code> \u0641\u0646\u06a9\u0634\u0646<\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 5<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>\u067e\u0631\u06cc \u06a9\u0645\u0679 \u06c1\u06a9 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0642\u0627\u0628\u0644 \u0639\u0645\u0644 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 5<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td>\u0646\u0633\u0644 <code>pr-reviewer<\/code> \u0646\u0627\u0626\u0628<\/td>\n<td>\u0633\u06cc\u06a9\u0634\u0646 8<\/td>\n<\/tr>\n<tr>\n<td>9<\/td>\n<td>\u0633\u0644\u0633\u0644\u06c1 \u067e\u0631 \u0627\u06cc\u06a9 \u062d\u0642\u06cc\u0642\u06cc \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u06ba\u06d4<\/td>\n<td>\u0646\u06cc\u0686\u06d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u06a9\u0644 \u0648\u0642\u062a: \u067e\u06c1\u0644\u06d2 \u0648\u0631\u0698\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 2-3 \u06af\u06be\u0646\u0679\u06d2\u06d4<\/p>\n<h3 id=\"heading-when-you-run-the-first-real-feature\">\u067e\u06c1\u0644\u0627 \u0627\u0635\u0644 \u0641\u0646\u06a9\u0634\u0646 \u0686\u0644\u0627\u062a\u06d2 \u0648\u0642\u062a<\/h3>\n<p>\u0686\u06be\u0648\u0679\u06cc \u0686\u06cc\u0632 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u06cc\u06ba\u06d4 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u0679\u0648\u0644\u060c \u0686\u06be\u0648\u0679\u06d2 UI \u0679\u0627\u0626\u0644\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0646\u06cc\u0627 API \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679\u06d4 \u0628\u0646\u062f \u06a9\u0648\u0688 \u06a9\u06be\u0648\u0644\u06cc\u06ba:<\/p>\n<pre><code class=\"language-text\">\/feature-factory\n\nI want to <describe the=\"\" feature=\"\" in=\"\" one=\"\" sentence=\"\">.\n<\/describe><\/code><\/pre>\n<p>\u0633\u0644\u0633\u0644\u06c1 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u0628\u0631\u0627\u06c1 \u06a9\u0631\u0645 \u06a9\u06c1\u0627\u0646\u06cc \u06a9\u0648 \u0645\u0646\u0638\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4 \u062e\u0627\u06a9\u06c1 \u06a9\u0648 \u0645\u0646\u0638\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u06a9\u06cc \u0631\u067e\u0648\u0631\u0679 \u067e\u0691\u06be\u06cc\u06ba\u06d4 PR \u06a9\u06be\u0648\u0644\u06cc\u06ba\u06d4<\/p>\n<p>\u067e\u06c1\u0644\u06cc \u0628\u0627\u0631 \u06a9\u0627\u0645\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u06af\u0627\u06d4 \u0622\u06af\u06d2 \u0628\u0691\u06be\u062a\u06d2 \u0648\u0642\u062a \u0646\u0648\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0686\u06cc\u0632\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p>\u06a9\u06cc\u0627 \u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u0628\u06c1\u062a \u06a9\u0645 \u06c1\u06d2\u061f \u0627\u067e\u0646\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0648 \u0645\u0636\u0628\u0648\u0637 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u06a9\u06c1\u0627\u0646\u06cc \u0644\u06a9\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0646\u06d2 \u0627\u06cc\u06a9 \u0627\u06cc\u062c \u06a9\u06cc\u0633 \u06cc\u0627\u062f \u06a9\u06cc\u0627\u061f \u0648\u0636\u0627\u062d\u062a \u0645\u06cc\u06ba \u0642\u0648\u0627\u0639\u062f \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u0642\u06cc\u0627\u0633 \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u062e\u0637\u0631\u06c1 \u0686\u06be\u0648\u0679 \u06af\u06cc\u0627\u061f \u0642\u0648\u0627\u0639\u062f \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 <code>CLAUDE.md<\/code>.<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u0628\u06cc\u06a9 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631 \u0646\u06d2 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u0686\u06be\u0648 \u0644\u06cc\u0627\u061f \u0627\u067e\u0646\u06d2 \u062f\u0627\u0626\u0631\u06c1 \u06a9\u0627\u0631 \u06a9\u06d2 \u0642\u0648\u0627\u0646\u06cc\u0646 \u06a9\u0648 \u0633\u062e\u062a \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0628\u0644\u0688\u0631\u0632 \u0646\u06d2 \u0627\u062e\u062a\u062a\u0627\u0645\u06cc \u0646\u0642\u0637\u06c1 \u0627\u06cc\u062c\u0627\u062f \u06a9\u06cc\u0627\u061f \u0627\u067e\u0646\u06d2 API \u06a9\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06d2 \u0642\u0648\u0627\u0646\u06cc\u0646 \u06a9\u0648 \u0633\u062e\u062a \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0646\u0646\u062f\u06c1 \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632 \u0686\u06be\u0648\u0679 \u06af\u0626\u06cc \u062c\u0633\u06d2 \u0628\u0639\u062f \u0645\u06cc\u06ba \u0627\u0646\u0633\u0627\u0646\u0648\u06ba \u0646\u06d2 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u06cc\u0627\u061f \u0627\u0635\u0648\u0644 \u0645\u06cc\u06ba \u062a\u0635\u062f\u06cc\u0642 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06a9\u06cc\u0627 \u06c1\u06a9 \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u06a9\u0686\u06be \u067e\u06a9\u0691\u0646\u0627 \u0686\u0627\u06c1\u0626\u06d2 \u062a\u06be\u0627\u061f \u0627\u0633 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u062a\u06cc\u0646 \u06cc\u0627 \u0686\u0627\u0631 \u0627\u0641\u0639\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u067e\u0648\u062f\u0627 \u062e\u0648\u062f \u06a9\u0648 \u0627\u06cc\u0688\u062c\u0633\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0646\u06af\u0631\u0627\u0646\u06cc \u0645\u06cc\u06ba \u06a9\u0645 \u0648\u0642\u062a \u06af\u0632\u0627\u0631\u06cc\u06ba \u06af\u06d2 \u0627\u0648\u0631 \u06cc\u06c1 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0642\u062a \u06af\u0632\u0627\u0631\u06cc\u06ba \u06af\u06d2 \u06a9\u06c1 \u0622\u06af\u06d2 \u06a9\u06cc\u0627 \u0628\u0646\u0627\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-part-3-wrap-up\">\u062d\u0635\u06c1 3: \u0646\u062a\u06cc\u062c\u06c1<\/h2>\n<h2 id=\"heading-10-what-i-did-not-cover-and-where-to-go-next\">10. \u0645\u06cc\u06ba \u0646\u06d2 \u06a9\u06cc\u0627 \u0627\u062d\u0627\u0637\u06c1 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627 (\u0627\u0648\u0631 \u0622\u06af\u06d2 \u06a9\u06cc\u0627 \u06a9\u0631\u0648\u06ba \u06af\u0627)<\/h2>\n<p>AI \u06a9\u06cc \u0645\u062f\u062f \u0633\u06d2 \u062a\u0631\u0642\u06cc \u0627\u06cc\u06a9 \u0628\u06c1\u062a \u0628\u0691\u06d2 \u0639\u0644\u0627\u0642\u06d2 \u067e\u0631 \u0645\u062d\u06cc\u0637 \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u0636\u0645\u0648\u0646 \u0645\u06cc\u06ba \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0627 \u0627\u062d\u0627\u0637\u06c1 \u06a9\u0631\u0646\u0627 \u0646\u0627\u0645\u0645\u06a9\u0646 \u06c1\u06d2\u06d4 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06c1\u06cc\u06ba \u062c\u0646\u06c1\u06cc\u06ba \u0645\u06cc\u06ba \u0646\u06d2 \u062c\u0627\u0646 \u0628\u0648\u062c\u06be \u06a9\u0631 \u0686\u06be\u0648\u0691 \u062f\u06cc\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0648\u06c1\u06cc \u06c1\u06d2 \u062c\u0648 \u06c1\u0645 \u0622\u06af\u06d2 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<h3 id=\"heading-centralized-memory-management-across-sessions\">\u0633\u06cc\u0634\u0646\u0648\u06ba \u0645\u06cc\u06ba \u0645\u0631\u06a9\u0632\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0645<\/h3>\n<p>\u062c\u0628 \u0622\u067e \u0645\u062a\u0648\u0627\u0632\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0645\u062a\u0639\u062f\u062f \u0633\u06cc\u0634\u0646 \u0686\u0644\u0627\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba (\u0627\u06cc\u06a9 \u0641\u06cc \u0641\u0646\u06a9\u0634\u0646\u060c \u0627\u06cc\u06a9 \u0641\u06cc \u0628\u0631\u0627\u0646\u0686\u060c \u0627\u06cc\u06a9 \u0641\u06cc \u0679\u06cc\u0645 \u0645\u0645\u0628\u0631)\u060c AI \u062a\u0645\u0627\u0645 \u0633\u06cc\u0634\u0646\u0632 \u0645\u06cc\u06ba \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u0634\u06cc\u0626\u0631 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u0627 \u06c1\u06d2\u06d4 \u06a9\u0644\u0627\u0688 \u06a9\u06cc \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0644\u06cc\u0648\u0644 \u0645\u06cc\u0645\u0648\u0631\u06cc\u060c MCP \u067e\u0631 \u0645\u0628\u0646\u06cc \u0645\u0634\u062a\u0631\u06a9\u06c1 \u0639\u0644\u0645\u06cc \u0630\u062e\u06cc\u0631\u06c1\u060c \u0627\u0648\u0631 \u0679\u06cc\u0645 \u06a9\u06d2 \u0648\u0633\u06cc\u0639 \u0648\u06cc\u06a9\u0679\u0631 \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u0627\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062b\u0627\u0644\u06cc \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0628\u062f\u0644\u062a\u0627 \u06c1\u0648\u0627 \u0639\u0644\u0627\u0642\u06c1 \u06c1\u06d2 \u0627\u0648\u0631 \u062c\u0648 \u06a9\u0686\u06be \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-running-agents-in-parallel\">\u0645\u062a\u0648\u0627\u0632\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/h3>\n<p>\u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u06d2 \u0630\u06cc\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0627\u06cc\u06a9 \u06c1\u06cc \u0633\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0645\u062a\u0648\u0627\u0632\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u0627\u06cc\u0633\u06d2 \u0679\u0648\u0644\u0632 \u0628\u06be\u06cc \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0679\u0627\u0633\u06a9 \u0679\u0631\u06cc \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0633\u06cc\u0634\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06a9\u0648 \u0644\u067e\u06cc\u0679\u062a\u06d2 \u06c1\u06cc\u06ba (\u0646\u0645\u0628\u0627\u0644\u06cc\u0633\u0679 \u0627\u06cc\u06a9 \u0645\u062b\u0627\u0644 \u06c1\u06d2)\u06d4 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u062c\u0628 \u067e\u0644\u0627\u0646\u0679 \u0645\u0633\u062a\u062d\u06a9\u0645 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0645\u062a\u0648\u0627\u0632\u06cc \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u0646\u0645\u0627\u06cc\u0627\u06ba \u0637\u0648\u0631 \u067e\u0631 \u0631\u0641\u062a\u0627\u0631 \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0646\u0636\u0645\u0627\u0645 \u06a9\u06d2 \u062a\u0646\u0627\u0632\u0639\u0627\u062a \u0627\u0648\u0631 CI \u0627\u062e\u0631\u0627\u062c\u0627\u062a \u0633\u06d2 \u0628\u0686\u0648\u06d4<\/p>\n<h3 id=\"heading-cloud-based-unattended-agents\">\u06a9\u0644\u0627\u0624\u0688 \u0628\u06cc\u0633\u0688 \u0628\u063a\u06cc\u0631 \u067e\u0627\u0626\u0644\u0679 \u0627\u06cc\u062c\u0646\u0679<\/h3>\n<p>\u0622\u067e \u06a9\u06d2 \u0633\u0631\u0648\u0631 \u067e\u0631 \u06a9\u0644\u0627\u0688 \u06a9\u0648\u0688 \u06cc\u0627 \u0627\u0633 \u0633\u06d2 \u0645\u0644\u062a\u06d2 \u062c\u0644\u062a\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0686\u0644\u0627\u0646\u06d2 \u0633\u06d2\u060c \u0648\u0627\u0642\u0639\u0627\u062a (\u0648\u06cc\u0628 \u06c1\u06a9\u0633\u060c \u06a9\u0631\u0648\u0646\u060c \u0646\u0626\u06d2 \u06af\u0679 \u06c1\u0628 \u0645\u0633\u0627\u0626\u0644) \u0633\u06d2 \u0634\u0631\u0648\u0639 \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u0627\u060c \u0622\u067e \u06a9\u06d2 \u0633\u0648\u062a\u06d2 \u0648\u0642\u062a \u0622\u067e \u06a9\u06cc \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06a9\u0648 \u0686\u0644\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 2026 \u0645\u06cc\u06ba \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u06cc \u062f\u06cc\u0627\u0646\u062a\u062f\u0627\u0631\u0627\u0646\u06c1 \u062d\u0627\u0644\u062a \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 PR \u062c\u0627\u0626\u0632\u06c1 \u0627\u0648\u0631 \u0679\u0631\u0627\u0626\u06cc\u062c \u062c\u06cc\u0633\u06d2 \u062a\u0646\u06af \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0636\u0628\u0648\u0637 \u062a\u0635\u062f\u06cc\u0642\u06cc \u062f\u0631\u0648\u0627\u0632\u0648\u06ba \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u063a\u06cc\u0631 \u062d\u0627\u0636\u0631 \u0641\u0646\u06a9\u0634\u0646 \u06a9\u06d2 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u06cc\u06c1 \u0627\u0628\u06be\u06cc \u062a\u06a9 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-custom-mcp-servers-for-your-business\">\u0622\u067e \u06a9\u06d2 \u06a9\u0627\u0631\u0648\u0628\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0633\u0679\u0645 MCP \u0633\u0631\u0648\u0631<\/h3>\n<p>\u0645\u0627\u0688\u0644 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u067e\u0631\u0648\u0679\u0648\u06a9\u0648\u0644 (MCP) \u0622\u067e \u06a9\u0648 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u0633\u0633\u0679\u0645\u0632 \u062c\u06cc\u0633\u06d2 \u0628\u0644\u0646\u06af \u0688\u06cc\u0679\u0627\u060c \u06a9\u0633\u0679\u0645\u0631 \u0633\u067e\u0648\u0631\u0679 \u0679\u06a9\u0679\u0633\u060c \u0627\u0648\u0631 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0633\u0633\u0679\u0645\u0632 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0679\u0648\u0644\u0632 \u06a9\u0644\u0627\u0688 \u06a9\u06d2 \u0633\u0627\u0645\u0646\u06d2 \u0644\u0627\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 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\u06c1\u06d2\u060c \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 UI \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u062f\u0627\u0626\u06cc\u06af\u06cc\u0648\u06ba \u06a9\u0627 \u0645\u0627\u06c1\u0631 \u0627\u0646\u0636\u0645\u0627\u0645 \u06a9\u0648 \u0633\u0646\u0628\u06be\u0627\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u0628 \u062a\u06a9 \u06a9\u0648\u0626\u06cc \u0641\u06cc\u0686\u0631 \u0631\u06cc\u0644\u06cc\u0632 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u060c 4-5 \u0644\u0648\u06af \u0627\u0633\u06d2 \u0686\u06be\u0648 \u0686\u06a9\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u06c1\u0631 \u0627\u06cc\u06a9 \u067e\u0686\u06be\u0644\u06d2 \u0641\u06cc\u0686\u0631 \u06a9\u06d2 \u0645\u06a9\u0645\u0644 \u06c1\u0648\u0646\u06d2 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 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\u0627\u0646\u062a\u0638\u0627\u0631 \u06c1\u06d2\u06d4<\/em><\/p>\n<p>\u0641\u06cc\u06a9\u0679\u0631\u06cc\u0627\u06ba \u0627\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u0628\u06c1\u062a \u0633\u06d2 \u06c1\u06cc\u0646\u0688 \u0622\u0641 \u06a9\u0648 \u062e\u062a\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0645\u06c1\u0627\u0631\u062a \u0627\u0628 \u0644\u0648\u06af\u0648\u06ba \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0645\u062d\u062f\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0634\u06a9\u0644 \u0645\u06cc\u06ba \u0634\u06cc\u0626\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1\u0627\u06ba \u062a\u06a9 \u06a9\u06c1 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u062c\u0646\u06c1\u0648\u06ba \u0646\u06d2 \u06a9\u0628\u06be\u06cc \u0627\u0633\u0679\u0631\u0627\u0626\u067e 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\u062c\u0646\u06c1\u0648\u06ba \u0646\u06d2 \u06a9\u0628\u06be\u06cc \u0631\u06cc\u0686\u0627\u0631\u0679\u0633 \u0688\u06cc\u0634 \u0628\u0648\u0631\u0688 \u0646\u06c1\u06cc\u06ba \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2 \u0648\u06c1 \u0627\u0628 \u0628\u06be\u06cc \u0627\u067e\u0646\u06cc \u0636\u0631\u0648\u0631\u062a \u06a9\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>dashboard-component-builder<\/code> \u0646\u0627\u0626\u0628 QA \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 <code>regression-suite-writer<\/code> \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0688\u06cc \u0627\u0648 \u0627\u0648\u067e\u0633 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 <code>ci-pipeline-updater<\/code> \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u06cc\u06a9\u0648\u0631\u0679\u06cc \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 <code>auth-checker<\/code> \u0627\u06cc\u062c\u0646\u0679 \u06c1\u0631 \u0632\u0646\u062c\u06cc\u0631 \u06a9\u06d2 \u062d\u0635\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0646\u062a\u06cc\u062c\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c \u0627\u06cc\u06a9 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631 \u0627\u067e\u0646\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u06cc\u06a9 \u0645\u06a9\u0645\u0644 \u0639\u0645\u0648\u062f\u06cc \u0679\u06a9\u0691\u0627 \u0645\u06a9\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/05\/1779470028_443_\u06a9\u0644\u0627\u0688-\u06a9\u0648\u0688-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u0633\u0627\u0641\u0679-\u0648\u06cc\u0626\u0631-\u0641\u06cc\u06a9\u0679\u0631\u06cc-\u06a9\u06cc\u0633\u06d2.png\" alt=\"64d37829-30cc-46bc-9047-72f34081ab12\" style=\"display:block;margin:0 auto\" width=\"1024\" height=\"1536\" loading=\"lazy\" title=\"\"><\/p>\n<p><em>\u0634\u06a9\u0644 8: \u0646\u0626\u06cc \u0634\u06a9\u0644\u06d4 \u062a\u0645\u0627\u0645 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0632 \u0627\u06cc\u06a9 \u06c1\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc \u0633\u06d2 \u06a9\u06be\u06cc\u0646\u0686\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0627\u06c1\u0631\u06cc\u0646 \u0627\u0628 \u0628\u06be\u06cc \u0645\u0648\u062c\u0648\u062f \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0646 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\u06a9\u06cc\u0627 \u06af\u06cc\u0627)<\/strong><\/p>\n<p><strong>\u0622\u0631\u0679\u06cc\u06a9\u0644 \u0645\u06cc\u06ba \u0630\u06a9\u0631 \u06a9\u0631\u062f\u06c1 \u0679\u0648\u0644\u0632<\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI \u06a9\u0648\u0688\u0646\u06af \u0679\u0648\u0644\u0632 \u0627\u0628 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u06a9\u0645\u06cc\u0644 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u067e\u06cc\u0634 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u06c1 \u06a9\u0648\u0688\u0628\u06cc\u0633 \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0645\u062a\u0639\u062f\u062f \u0641\u0627\u0626\u0644\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06a9\u0645\u0627\u0646\u0688 \u0686\u0644\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u063a\u0644\u0637\u06cc\u0648\u06ba 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