{"id":2256,"date":"2026-07-31T14:57:33","date_gmt":"2026-07-31T14:57:33","guid":{"rendered":"https:\/\/www.dobryakov.com\/blog\/2256\/"},"modified":"2026-07-31T14:57:33","modified_gmt":"2026-07-31T14:57:33","slug":"ai-sdlc-full-cycle","status":"publish","type":"post","link":"https:\/\/www.dobryakov.com\/blog\/2256\/","title":{"rendered":"\u0418\u0418 \u2014 \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u043a\u043e\u0434\u0435\u0440: \u043a\u0430\u043a AI \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u0435\u0441\u044c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u041f\u041e"},"content":{"rendered":"<p>\u0415\u0441\u0442\u044c \u043e\u0434\u0438\u043d \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0442\u0438\u0432 AI \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435: \u00ab\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u043e\u0434\u0430 \u2014 \u044d\u0442\u043e \u043b\u0438\u0448\u044c \u043c\u0430\u043b\u0430\u044f \u0447\u0430\u0441\u0442\u044c SDLC. \u0415\u0441\u0442\u044c \u0435\u0449\u0451 \u0438\u043d\u0442\u0435\u0440\u0432\u044c\u044e \u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433. \u0418\u0418 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u043a\u043e\u0434\u0435\u0440, \u0430 \u043d\u0435 \u0434\u0443\u043c\u0430\u044e\u0449\u0438\u0439 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434\u044b\u00bb.<\/p>\n<p>\u042d\u0442\u043e\u0442 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432. \u0414\u043b\u044f \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u044d\u0442\u0430\u043f\u0430 \u043e\u0441\u0432\u043e\u0435\u043d\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430.<\/p>\n<p>\u041d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u044d\u0442\u0430\u043f\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u0438\u0434\u0438\u0442, \u0447\u0442\u043e AI \u043f\u0438\u0448\u0435\u0442 \u043a\u043e\u0434 \u2014 \u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0432\u044b\u0432\u043e\u0434: \u00ab\u0418\u0418 = \u043a\u043e\u0434\u0435\u0440\u00bb. \u041f\u043e\u0442\u043e\u043c \u0437\u0430\u043c\u0435\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u043a\u043e\u0434\u0438\u043d\u0433 \u2014 \u043d\u0435 \u0432\u0441\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430. \u0414\u0435\u043b\u0430\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u044b\u0432\u043e\u0434: \u00ab\u0437\u043d\u0430\u0447\u0438\u0442, AI \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0438\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0446\u0435\u043b\u0438\u043a\u043e\u043c\u00bb. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f, \u043d\u043e \u0432\u044b\u0432\u043e\u0434 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u0435\u0442 \u0440\u0430\u043d\u044c\u0448\u0435, \u0447\u0435\u043c \u0435\u0433\u043e \u0443\u0441\u043f\u0435\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0438\u0437\u043d\u0435\u0441\u0442\u0438 \u0432\u0441\u043b\u0443\u0445.<\/p>\n<p>\u041d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u0432\u0438\u0442\u043a\u0435 \u0432\u044b\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0438 \u043f\u0440\u0435\u043a\u0440\u0430\u0441\u043d\u043e \u0443\u043c\u0435\u044e\u0442 \u0434\u0435\u043b\u0430\u0442\u044c \u0438\u043c\u0435\u043d\u043d\u043e \u0442\u043e, \u043e \u0447\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u044d\u0442\u043e\u0442 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442.<\/p>\n<p><!--more--><\/p>\n<h2>\u0421\u0431\u043e\u0440 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: clarify gate \u0432 Jira<\/h2>\n<p>\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443: \u00ab\u0441\u0434\u0435\u043b\u0430\u0439\u0442\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e \u0441 ERP\u00bb. \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u043d\u0435\u0434\u0435\u043b\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0439 \u0432 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0443\u0447\u0451\u0442\u0430, \u043d\u0435 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0438 \u0442\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.<\/p>\n<p>\u0420\u0435\u0448\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u043d\u0435: AI-\u0430\u0433\u0435\u043d\u0442 \u0432\u0435\u0434\u0451\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 clarify-\u0434\u0438\u0430\u043b\u043e\u0433 \u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c \u043f\u0440\u044f\u043c\u043e \u0432 Jira. \u041e\u043d \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043f\u043e \u043e\u0441\u044f\u043c \u2014 Scope, \u0430\u043a\u0442\u043e\u0440\u044b, \u0434\u0430\u043d\u043d\u044b\u0435, NFR, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438, acceptance criteria. \u0422\u0438\u043a\u0435\u0442 \u043d\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443, \u043f\u043e\u043a\u0430 \u0432 \u043d\u0451\u043c \u043d\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0446\u0435\u043b\u044c, scope \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 AC.<\/p>\n<p>\u0421 project context (bible \u043f\u0440\u043e\u0435\u043a\u0442\u0430 + \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043f\u043e\u0445\u043e\u0436\u0438\u0445 \u0437\u0430\u0434\u0430\u0447 + \u043a\u043e\u0440\u043f\u0443\u0441\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a) \u0430\u0433\u0435\u043d\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043f\u043e\u0434 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u044b\u0435: \u00ab\u0412 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u2014 Elasticsearch \u0438 B2B-\u0432\u0438\u0442\u0440\u0438\u043d\u0430 \u0432 PostgreSQL. \u041e\u0442\u0447\u0451\u0442 \u043f\u043e \u043f\u043e\u043b\u043d\u043e\u043c\u0443 \u0438\u043d\u0434\u0435\u043a\u0441\u0443 \u0438\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0432\u0438\u0442\u0440\u0438\u043d\u0435?\u00bb<\/p>\n<p>\u0412 \u0438\u0442\u043e\u0433\u0435 \u2014 \u0437\u0440\u0435\u043b\u044b\u0439 \u0442\u0438\u043a\u0435\u0442 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 AC: \u0442\u043e, \u0447\u0442\u043e \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0437 \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u00ab\u0430 \u043c\u044b \u0438\u043c\u0435\u043b\u0438 \u0432 \u0432\u0438\u0434\u0443 \u0441\u043e\u0432\u0441\u0435\u043c \u0434\u0440\u0443\u0433\u043e\u0435\u00bb.<\/p>\n<p>Reference trace: <a href=\"https:\/\/github.com\/dobryakov\/jira-clarify-bot\">github.com\/dobryakov\/jira-clarify-bot<\/a> \u2014 FastAPI, Docker, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432, \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 ElicitationEngine.<\/p>\n<h2>\u041f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u0435\u043a\u0438<\/h2>\n<p>\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0434\u0432\u0443\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439: \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438 \u044d\u0442\u043e \u043d\u0435\u0434\u0435\u043b\u0438 \u0432\u0441\u0442\u0440\u0435\u0447, \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430, \u0440\u0443\u0447\u043d\u043e\u0435 \u0432\u0435\u0434\u0435\u043d\u0438\u0435 OpenAPI-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430.<\/p>\n<p>\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442: \u0434\u0432\u0430 AI-\u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u043f\u0435\u0440\u0435\u0433\u043e\u0432\u043e\u0440\u044b \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430: <code>chat-history.txt<\/code> (\u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442) \u0438 <code>openspec.yaml<\/code> (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 OpenAPI). Git-\u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 \u0432\u0438\u0434\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430\u00bb, \u0430 \u043d\u0435 \u043e\u0434\u0438\u043d \u043c\u043e\u043d\u043e\u043b\u0438\u0442\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434.<\/p>\n<p>\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u043f\u0440\u0438\u043d\u0446\u0438\u043f, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u0433\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u043b\u0438 \u0441\u0430\u043c\u0438: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0441\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c (<code>POST \/orders<\/code>), \u0430 \u043d\u0435 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438. Ownership \u043f\u0435\u0440\u0435\u0441\u0447\u0451\u0442\u0430 \u0441\u0443\u043c\u043c\u044b \u044f\u0432\u043d\u043e \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0451\u043d \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 endpoint&#x27;\u0430 \u2014 \u0431\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0434\u0432\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0431\u0430 \u0441\u0447\u0438\u0442\u0430\u0442\u044c total, \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0438 \u043d\u0435 \u0437\u043d\u0430\u0442\u044c, \u043a\u0442\u043e \u043f\u0440\u0430\u0432.<\/p>\n<p>Reference trace: <a href=\"https:\/\/github.com\/dobryakov\/bots-discuss-spec\">github.com\/dobryakov\/bots-discuss-spec<\/a><\/p>\n<h2>Spec-Driven Development: specify \u2192 clarify \u2192 plan \u2192 tasks<\/h2>\n<p>\u0410\u043d\u0442\u0438-\u043f\u0430\u0442\u0442\u0435\u0440\u043d: \u043e\u0434\u0438\u043d \u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u2192 \u0430\u0433\u0435\u043d\u0442 \u0441\u0440\u0430\u0437\u0443 \u043f\u0438\u0448\u0435\u0442 \u043a\u043e\u0434. \u0427\u0435\u0440\u0435\u0437 \u0447\u0430\u0441 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u0430, \u043e\u0442\u043a\u0430\u0442 \u0434\u043e\u0440\u043e\u0433\u043e\u0439. \u041d\u0430 \u0440\u0435\u0442\u0440\u043e: \u00ab\u0418\u0418 \u043d\u0435 \u0442\u044f\u043d\u0435\u0442 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443\u00bb \u2014 \u0445\u043e\u0442\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043d\u0435 \u0432 AI, \u0430 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043d\u0435 \u0431\u044b\u043b\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u00ab\u0447\u0442\u043e \u0441\u0442\u0440\u043e\u0438\u043c\u00bb.<\/p>\n<p>Spec-Driven Development \u043f\u0435\u0440\u0435\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u043e\u0440\u044f\u0434\u043e\u043a. \u041a\u043e\u043d\u0441\u0442\u0438\u0442\u0443\u0446\u0438\u044f \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f (<code>.specify\/<\/code>) \u2014 \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0438 \u043f\u0430\u043c\u044f\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u044b\u0435 \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0439 \u0444\u0438\u0447\u0438. \u041f\u043e\u0442\u043e\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430: specify \u2192 clarify \u2192 plan \u2192 tasks \u2192 implement. \u0421\u043f\u0435\u043a\u0430 \u2014 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043a\u043e\u0434 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u0430\u044f.<\/p>\n<p>\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437: \u043e\u043d \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0438\u0437 \u043f\u0430\u043c\u044f\u0442\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u0442\u0435\u043a\u0443 \u0438 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f\u043c. \u041f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0438\u0447\u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 scope, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0439 \u0432 PR \u0438 \u0432 \u0433\u043e\u043b\u043e\u0432\u0435.<\/p>\n<p>Reference trace: <a href=\"https:\/\/github.com\/dobryakov\/ytrader-bybit\">github.com\/dobryakov\/ytrader-bybit<\/a> \u2014 \u043f\u043e\u043b\u043d\u044b\u0439 \u0446\u0438\u043a\u043b <code>.specify\/<\/code> + <code>specs\/<\/code>.<\/p>\n<h2>\u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435: eval \u043a\u0430\u043a release-\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439<\/h2>\n<p>AI-\u0444\u0438\u0447\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u0434\u0435\u043c\u043e, \u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0434\u0435. \u041f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u00abdemo grade eval\u00bb: \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0430 \u0442\u0435\u0445 \u0436\u0435 \u0432\u0445\u043e\u0434\u0430\u0445, \u0447\u0442\u043e \u043f\u0438\u0442\u0447. \u0414\u043b\u0438\u043d\u043d\u044b\u0439 \u0445\u0432\u043e\u0441\u0442 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0430\u0444\u0438\u043a\u0430 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044f\u043b\u0441\u044f.<\/p>\n<p>\u0422\u0440\u0438 \u0441\u043b\u043e\u044f eval \u043a\u0430\u043a release-gate:<\/p>\n<p><strong>Layer 1 \u2014 Regression.<\/strong> \u0424\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u0435\u0439\u0441\u043e\u0432 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u043c \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c: edge-\u043a\u0435\u0439\u0441\u044b \u0438\u0437 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u043e\u0432 (\u043d\u0435 \u0438\u0437 \u0434\u0435\u043c\u043e), adversarial-\u0432\u0445\u043e\u0434\u044b \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0442\u0438\u043f \u0432\u044b\u0432\u043e\u0434\u0430. \u041b\u044e\u0431\u043e\u0439 \u043d\u043e\u0432\u044b\u0439 \u0444\u0435\u0439\u043b \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043b\u0438\u0437.<\/p>\n<p><strong>Layer 2 \u2014 Distribution check.<\/strong> 20\u201350 \u0441\u0432\u0435\u0436\u0438\u0445 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043d\u043e\u0432\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u043d\u0430 \u00ab\u0438\u0434\u0435\u0430\u043b\u00bb, \u0430 \u043d\u0430 diff \u043f\u0440\u043e\u0442\u0438\u0432 \u0441\u043d\u0430\u043f\u0448\u043e\u0442\u0430 \u043f\u0440\u043e\u0448\u043b\u043e\u0433\u043e \u0440\u0435\u043b\u0438\u0437\u0430: \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0434\u043b\u0438\u043d\u044b, \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 retrieved-\u0447\u0430\u043d\u043a\u043e\u0432, \u0441\u0434\u0432\u0438\u0433 confidence \u043a \u043a\u0440\u0430\u044f\u043c \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0438\u0431\u043e \u0443\u0432\u0435\u0440\u0435\u043d\u0430 \u0432\u043e \u0432\u0441\u0451\u043c, \u043b\u0438\u0431\u043e \u043d\u0438 \u0432 \u0447\u0451\u043c \u2014 \u043f\u0440\u0438\u0437\u043d\u0430\u043a \u0445\u0440\u0443\u043f\u043a\u043e\u0441\u0442\u0438.<\/p>\n<p><strong>Layer 3 \u2014 Human spot-check.<\/strong> \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043f\u0435\u0440\u0435\u0434 \u043f\u0435\u0440\u0432\u044b\u043c \u043f\u0440\u043e\u0434-\u0434\u0435\u043f\u043b\u043e\u0435\u043c \u043d\u043e\u0432\u043e\u0433\u043e \u0432\u0438\u0434\u0430 \u0432\u044b\u0432\u043e\u0434\u0430. \u0414\u043e\u043c\u0435\u043d\u043d\u044b\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0447\u0438\u0442\u0430\u0435\u0442 10\u201320 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u044b\u0432\u043e\u0434\u043e\u0432 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438: \u043d\u0435\u0442 \u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f; \u0441\u0447\u0451\u043b \u0431\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0442 \u044d\u0442\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u043c; \u043d\u0435\u0442 \u043b\u0438 adversarial-\u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438.<\/p>\n<p>\u041e\u0434\u0438\u043d \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 sign-off. \u0415\u0441\u043b\u0438 \u0435\u0433\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u2014 \u044d\u0442\u043e \u0443\u0436\u0435 \u0434\u0438\u0430\u0433\u043d\u043e\u0437.<\/p>\n<p>Reference trace: <a href=\"https:\/\/github.com\/dobryakov\/eval-harness\">github.com\/dobryakov\/eval-harness<\/a><\/p>\n<h2>\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0435 workflow<\/h2>\n<p>\u0427\u0430\u0442-\u0430\u0433\u0435\u043d\u0442 \u0440\u0435\u0448\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0437\u0430\u043d\u043e\u0432\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437. \u0414\u043b\u044f \u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u044d\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e, \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0435 \u2014 \u043d\u0435\u0442: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0435\u0442 \u043a\u0430\u043a \u043a\u043b\u0430\u0441\u0441\u0430, \u0430 \u0434\u0435\u0431\u0430\u0436\u0438\u0442\u044c \u00ab\u0430\u0433\u0435\u043d\u0442 \u0447\u0442\u043e-\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043b \u043d\u0435 \u0442\u0430\u043a\u00bb \u0431\u0435\u0437 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e.<\/p>\n<p>\u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u043f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b, \u0430 \u043d\u0435 \u044d\u0444\u0435\u043c\u0435\u0440\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u044b. Dual-file pattern: <code><em>.workflow.json<\/code> (\u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0433\u0440\u0430\u0444\u0430) + <code><\/em>.meta.md<\/code> (YAML-\u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u0441 guidance \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430 \u0438 <code>workflow_id<\/code>). \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e\u0435: \u0430\u0433\u0435\u043d\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 <code>.meta.md<\/code> \u0438 \u0432\u0438\u0434\u0438\u0442, \u0447\u0442\u043e workflow \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043e\u0437\u0434\u0430\u0451\u0442, \u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0435\u0442 \u0442\u043e\u0442 \u0436\u0435 \u0438\u043d\u0441\u0442\u0430\u043d\u0441. \u041f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0430\u044f\u0441\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 workflow, \u043d\u0435 \u0440\u0435\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442.<\/p>\n<p>LLM \u043a\u0430\u043a consumer \u0441\u043e\u0431\u044b\u0442\u0438\u0439\u043d\u043e\u0433\u043e \u043f\u043e\u0442\u043e\u043a\u0430 (Kafka, webhooks, monitoring) \u2014 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 \u043b\u043e\u0433\u0438, \u043f\u043e\u0434\u0441\u0432\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0438, \u043f\u0438\u0448\u0435\u0442 RCA. \u041c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u043a\u0430: \u043e\u0434\u0438\u043d \u0430\u0433\u0435\u043d\u0442 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0438, \u0432\u0442\u043e\u0440\u043e\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442, \u0442\u0440\u0435\u0442\u0438\u0439 \u0440\u0435\u0432\u044c\u044e\u0438\u0442 \u0438 \u0432\u0435\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442, \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u0433\u043e\u043d\u044f\u0435\u0442 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c.<\/p>\n<p>Reference trace: <a href=\"https:\/\/github.com\/dobryakov\/ai-n8n-workflow-builder\">github.com\/dobryakov\/ai-n8n-workflow-builder<\/a><\/p>\n<h2>\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438<\/h2>\n<p>\u0412\u043e \u0432\u0441\u0435\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u0445 \u2014 \u044f\u0432\u043d\u044b\u0439 human-in-the-loop checkpoint.<\/p>\n<p>\u0412 clarify gate \u2014 <code>approve<\/code> \u043e\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0438\u043b\u0438 PO. \u0412 eval harness \u2014 sign-off \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e. \u0412 cross-org negotiation \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u0430\u0433\u0435\u043d\u0442\u0430.<\/p>\n<p>\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0440\u0435\u0448\u0430\u0435\u0442 \u0432\u0441\u0451. Clarify gate \u0431\u0435\u0437 project bible \u0437\u0430\u0434\u0430\u0451\u0442 generic \u0432\u043e\u043f\u0440\u043e\u0441\u044b. Cross-org negotiation \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0433\u043e trust model \u2014 \u044d\u0442\u043e proof-of-concept, \u043d\u0435 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442. Eval harness \u0431\u0435\u0437 \u043a\u0435\u0439\u0441\u043e\u0432 \u0438\u0437 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u043e\u0442 \u0436\u0435 demo-grade.<\/p>\n<p>\u041c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u043a\u0438 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0441 \u044f\u0432\u043d\u044b\u043c ownership. \u00ab\u041e\u0434\u0438\u043d \u0418\u0418 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0438, \u0432\u0442\u043e\u0440\u043e\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u00bb \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043d\u0430\u0441\u0442\u043e\u043b\u044c\u043a\u043e, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0447\u0451\u0442\u043a\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u044b \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0430\u0433\u0435\u043d\u0442\u0430 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.<\/p>\n<h2>\u0418\u0442\u043e\u0433<\/h2>\n<p>\u041f\u0430\u0442\u0442\u0435\u0440\u043d \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0432\u043e \u0432\u0441\u0435\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u0445: AI \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0443\u0442\u0438\u043d\u0443 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u2014 clarify-\u0434\u0438\u0430\u043b\u043e\u0433, \u043f\u0435\u0440\u0435\u0433\u043e\u0432\u043e\u0440\u044b \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443, spec-\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e, \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 eval-\u043d\u0430\u0431\u043e\u0440\u0430, \u0441\u0431\u043e\u0440\u043a\u0443 workflow \u2014 \u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435.<\/p>\n<p>\u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 SDLC \u0443\u0436\u0435 \u043f\u043e\u043a\u0440\u044b\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u043c\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c\u0438 \u0441 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438. \u0410\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u00ab\u0418\u0418 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e \u043a\u043e\u0434\u0435\u0440\u00bb \u0431\u044b\u043b \u0442\u043e\u0447\u043d\u044b\u043c. \u0414\u043e \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u044d\u0442\u0430\u043f\u0430.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00ab\u0418\u0418 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u0441\u0442\u0430\u0436\u0435\u0440-\u043a\u043e\u0434\u0435\u0440\u00bb \u2014 \u044d\u0442\u043e \u0442\u043e\u0447\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u044d\u0442\u0430\u043f\u0430. \u041d\u0430 \u0432\u0442\u043e\u0440\u043e\u043c \u0418\u0418 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 SDLC: \u043e\u0442 clarify-\u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c \u0432 Jira \u0434\u043e \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0445 \u0441\u0432\u044f\u0437\u043e\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043b\u043e\u0432\u044f\u0442, \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442 \u0438 \u0432\u0435\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u044e\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0431\u044f.<\/p>\n","protected":false},"author":0,"featured_media":2255,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[153,196],"tags":[155,180,198,199,197,178],"class_list":["post-2256","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-engineering","category-engineering-leadership","tag-ai-agents","tag-eval","tag-multi-agent","tag-requirements","tag-sdlc","tag-vibe-coding"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041a\u0430\u043a AI \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u0435\u0441\u044c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438: clarify gate \u0432 Jira, cross-org agent negotiation, spec-driven development, eval harness \u043a\u0430\u043a release-\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, reproducible multi-agent automation.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.dobryakov.com\/blog\/2256\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"\u0413\u0440\u0438\u0433\u043e\u0440\u0438\u0439 \u0414\u043e\u0431\u0440\u044f\u043a\u043e\u0432 - \u0411\u043b\u043e\u0433 \u043f\u0440\u043e IT+AI | \u0411\u043b\u043e\u0433 \u0413\u0440\u0438\u0433\u043e\u0440\u0438\u044f \u0414\u043e\u0431\u0440\u044f\u043a\u043e\u0432\u0430: \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c\u0438, \u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"AI \u0432 SDLC: \u043e\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0434\u043e \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u2014 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u043e\u0434\u0430\" \/>\n\t\t<meta property=\"og:description\" content=\"\u041a\u0430\u043a AI \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u0435\u0441\u044c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438: clarify gate \u0432 Jira, cross-org agent negotiation, spec-driven development, eval harness \u043a\u0430\u043a release-\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, reproducible multi-agent automation.\" 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