{"id":2266,"date":"2026-08-05T08:00:15","date_gmt":"2026-08-05T08:00:15","guid":{"rendered":"https:\/\/www.dobryakov.com\/blog\/2266\/"},"modified":"2026-08-05T12:45:17","modified_gmt":"2026-08-05T12:45:17","slug":"agent-learns-from-mistakes","status":"publish","type":"post","link":"https:\/\/www.dobryakov.com\/blog\/2266\/","title":{"rendered":"\u0421\u0430\u043c\u043e\u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u0430\u0433\u0435\u043d\u0442 \u0437\u0430 \u0442\u0440\u0438 \u0441\u0435\u043a\u0443\u043d\u0434\u044b: \u043f\u0430\u0442\u0442\u0435\u0440\u043d decisions.md + mistakes.md"},"content":{"rendered":"<p>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0436\u0430\u043b\u0443\u044e\u0442\u0441\u044f, \u0447\u0442\u043e AI \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u0442 \u043e\u0434\u043d\u0438 \u0438 \u0442\u0435 \u0436\u0435 \u043e\u0448\u0438\u0431\u043a\u0438. \u00ab\u042f \u0443\u0436\u0435 \u043f\u044f\u0442\u044c \u0440\u0430\u0437 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u043b, \u0447\u0442\u043e \u0443 \u043d\u0430\u0441 \u043d\u0435\u0442 Redux\u00bb. \u00ab\u041e\u043d \u0441\u043d\u043e\u0432\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 FTP \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0447\u0435\u0440\u0435\u0434\u0438\u00bb. \u00ab\u0417\u0430\u0431\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e \u043d\u0430\u0448 \u0441\u0442\u0438\u043b\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb.<\/p>\n<p>\u042d\u0442\u043e \u043d\u0435 \u0431\u0430\u0433 \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438.<\/p>\n<p><!--more--><\/p>\n<h2>\u041f\u043e\u0447\u0435\u043c\u0443 \u0430\u0433\u0435\u043d\u0442 \u00ab\u043d\u0435 \u0443\u0447\u0438\u0442\u0441\u044f\u00bb<\/h2>\n<p>\u041a\u0430\u0436\u0434\u0430\u044f \u043d\u043e\u0432\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0447\u0438\u0441\u0442\u044b\u0439 \u043b\u0438\u0441\u0442. \u041c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u043f\u043e\u043c\u043d\u0438\u0442 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0445 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432. \u0412\u0441\u0451, \u0447\u0442\u043e \u043e\u043d\u0430 \u0437\u043d\u0430\u0435\u0442 \u043e \u0432\u0430\u0448\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u2014 \u044d\u0442\u043e \u0442\u043e, \u0447\u0442\u043e \u0432\u044b \u043f\u043e\u043b\u043e\u0436\u0438\u043b\u0438 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442. \u0415\u0441\u043b\u0438 \u043d\u0435 \u043f\u043e\u043b\u043e\u0436\u0438\u043b\u0438 \u043d\u0438\u0447\u0435\u0433\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0433\u043e \u2014 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u0435 \u0441\u0440\u0435\u0434\u043d\u044e\u044e \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0443 \u043f\u043e \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0443.<\/p>\n<p>\u0411\u0435\u0437 \u0434\u043e\u043c\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0433\u0435\u043d\u0442 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043c\u0430\u0441\u0441\u0438\u0432 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0433\u0434\u0435 production-grade \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0432 \u0440\u0430\u0437\u044b \u0440\u0435\u0436\u0435, \u0447\u0435\u043c \u0442\u0443\u0442\u043e\u0440\u0438\u0430\u043b\u044b \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u0445. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: FTP \u0432\u043c\u0435\u0441\u0442\u043e event-driven, \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0435\u0439\u0442 \u0432\u043c\u0435\u0441\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0443 \u00abcamelCase\u00bb \u0442\u0430\u043c, \u0433\u0434\u0435 \u0443 \u0432\u0430\u0441 \u0434\u0430\u0432\u043d\u043e <code>snake_case<\/code>.<\/p>\n<p>\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043d\u0435 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e AI \u00ab\u043d\u0435 \u0443\u0447\u0438\u0442\u0441\u044f\u00bb. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043d\u0438\u043a\u0442\u043e \u043d\u0435 \u0434\u0430\u043b \u0435\u043c\u0443, \u0447\u0435\u043c\u0443 \u0443\u0447\u0438\u0442\u044c\u0441\u044f.<\/p>\n<h2>\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430: \u0434\u0432\u0430 \u0444\u0430\u0439\u043b\u0430<\/h2>\n<p>\u041b\u044e\u0431\u043e\u0439 \u0430\u0433\u0435\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0434\u0442\u044f\u0433\u0438\u0432\u0430\u0435\u0442 \u0444\u0430\u0439\u043b \u043f\u0440\u0430\u0432\u0438\u043b \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c \u0432 \u043d\u0430\u043a\u0430\u043f\u043b\u0438\u0432\u0430\u044e\u0449\u0443\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0434\u0432\u0443\u043c\u044f \u0441\u0442\u0440\u043e\u043a\u0430\u043c\u0438.<\/p>\n<p>\u0414\u043b\u044f Claude Code \u044d\u0442\u043e <code>CLAUDE.md<\/code>. \u0414\u043b\u044f Cursor \u2014 <code>.cursorrules<\/code> \u0438\u043b\u0438 <code>.mdc<\/code>-\u0444\u0430\u0439\u043b\u044b. \u041f\u0440\u0438\u043d\u0446\u0438\u043f \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u044e\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435.<\/p>\n<p>\u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u0444\u0430\u0439\u043b \u043f\u0440\u0430\u0432\u0438\u043b \u0434\u0432\u0435 \u0441\u0442\u0440\u043e\u043a\u0438:<\/p>\n<pre><code>- \u0415\u0441\u043b\u0438 \u043f\u0440\u0438\u043d\u044f\u043b \u0440\u0435\u0448\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043e\u043a\u0430\u0437\u0430\u043b\u043e\u0441\u044c \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0438 \u0441\u0442\u043e\u0438\u043b\u043e \u0443\u0441\u0438\u043b\u0438\u0439 \u2014 \u0437\u0430\u043f\u0438\u0448\u0438 \u0432 decisions.md (\u043f\u0430\u0442\u0442\u0435\u0440\u043d + \u043f\u043e\u0447\u0435\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e, \u043d\u0435 \u0431\u043e\u043b\u0435\u0435 3 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0439).\n- \u0415\u0441\u043b\u0438 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043b \u043e\u0448\u0438\u0431\u043a\u0443, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u0440\u0438\u0432\u0435\u043b\u0430 \u043a \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435 \u2014 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438 \u043a\u043e\u0440\u043d\u0435\u0432\u0443\u044e \u043f\u0440\u0438\u0447\u0438\u043d\u0443 (\u043d\u0435 \u0441\u0438\u043c\u043f\u0442\u043e\u043c) \u0438 \u0437\u0430\u043f\u0438\u0448\u0438 \u0432 mistakes.md.<\/code><\/pre>\n<p>\u0412\u043e\u0442 \u0438 \u0432\u0441\u0451. \u0414\u0432\u0430 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u0432 \u043a\u043e\u0440\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.<\/p>\n<p>\u0421 \u043f\u0435\u0440\u0432\u043e\u0439 \u0436\u0435 \u0441\u0435\u0441\u0441\u0438\u0438 \u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043e\u0431\u0430 \u0444\u0430\u0439\u043b\u0430. \u041a\u0430\u0436\u0434\u0430\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441 \u043d\u0438\u043c\u0438 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435. \u0410\u0433\u0435\u043d\u0442 \u0432\u0438\u0434\u0438\u0442, \u0447\u0442\u043e \u0432 \u044d\u0442\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0435:<\/p>\n<ul>\n<li>dual write \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (\u0438 \u043f\u043e\u0447\u0435\u043c\u0443),<\/li>\n<li>Redis-\u043a\u0435\u0448 \u043d\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u0434\u0430\u043d\u043d\u044b\u0445,<\/li>\n<li>\u0432 \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u0440\u0430\u0437 \u0442\u0430\u043a \u0441\u0434\u0435\u043b\u0430\u043b\u0438 \u2014 \u0443\u043f\u0430\u043b\u043e \u0432\u043e\u0442 \u044d\u0442\u043e.<\/li>\n<\/ul>\n<p>\u041e\u0448\u0438\u0431\u043a\u0438 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u044e\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0442\u044c\u0441\u044f \u2014 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0437\u0430\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d \u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u043d\u0435\u0442 \u043d\u0438 \u0443 \u043e\u0434\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.<\/p>\n<h2>\u041f\u0440\u0438\u043d\u0446\u0438\u043f, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430 \u044d\u0442\u0438\u043c \u0441\u0442\u043e\u0438\u0442<\/h2>\n<p>\u0415\u0441\u0442\u044c \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430\u0445 \u2014 \u043e\u0442 AI-enablement \u0432 Askona, \u0433\u0434\u0435 \u044f \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043b \u0432\u043e\u0440\u043a\u0448\u043e\u043f\u044b \u0434\u043b\u044f 100\u2013200 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u0432 \u0437\u0430 \u0441\u0435\u0441\u0441\u0438\u044e, \u0434\u043e \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432: <strong>\u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435, \u043d\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f<\/strong>.<\/p>\n<p>\u0412\u0441\u0442\u0440\u0435\u0447\u0430 \u0440\u0430\u0437 \u0432 \u043a\u0432\u0430\u0440\u0442\u0430\u043b \u043d\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0432 Confluence \u2014 \u0442\u043e\u0436\u0435. \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0438\u043a\u0442\u043e \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u043b\u044f AI \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u043b\u044f \u043b\u044e\u0434\u0435\u0439.<\/p>\n<p>\u042d\u0442\u043e \u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0431\u043e\u043b\u0435\u0435 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 setup&#x27;\u0430\u0445. \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 <code>github.com\/dobryakov\/cursor-rules<\/code> \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043a\u0430\u043a <code>.mdc<\/code>-\u0444\u0430\u0439\u043b\u044b \u0432 git. \u041d\u043e\u0432\u044b\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0442\u0435 \u0436\u0435 guardrail&#x27;\u044b \u0441 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u043d\u0435 \u0441 \u0442\u0440\u0435\u0442\u044c\u0435\u0433\u043e \u043c\u0435\u0441\u044f\u0446\u0430. AI-\u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442 \u043d\u0430\u0440\u0443\u0448\u0438\u0442\u044c \u043d\u0438 \u043e\u0434\u043d\u043e \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043e\u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0432\u0438\u043a\u0438. \u0418\u043c\u0435\u043d\u043d\u043e \u043e\u0442\u0442\u0443\u0434\u0430 \u0438 \u0432\u044b\u0440\u043e\u0441 \u043f\u0430\u0442\u0442\u0435\u0440\u043d decisions\/mistakes \u2014 \u043a\u0430\u043a \u043e\u0431\u043b\u0435\u0433\u0447\u0451\u043d\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0442\u043e\u0433\u043e \u0436\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043b\u0438\u0447\u043d\u044b\u0445 \u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432.<\/p>\n<h2>Failure modes<\/h2>\n<p>\u041f\u0430\u0442\u0442\u0435\u0440\u043d \u043f\u0440\u043e\u0441\u0442. \u041d\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u0435\u0441\u0442, \u0433\u0434\u0435 \u043e\u043d \u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f, \u0435\u0441\u043b\u0438 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0438\u0445 \u0437\u0430\u0440\u0430\u043d\u0435\u0435.<\/p>\n<p><strong>\u0424\u0430\u0439\u043b\u044b \u0440\u0430\u0441\u0442\u0443\u0442 \u0431\u0435\u0441\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u043e.<\/strong> \u0411\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u0435\u0441\u044f\u0446\u0435\u0432 mistakes.md \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 300 \u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 200 \u2014 \u0432\u0430\u0440\u0438\u0430\u0446\u0438\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442\u044c \u0437\u0430\u043f\u0438\u0441\u044c \u2014 \u043d\u0435 \u0431\u043e\u043b\u0435\u0435 3 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0439, \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043d\u0435 \u043f\u0438\u0441\u0430\u0442\u044c \u0441\u0438\u043c\u043f\u0442\u043e\u043c\u044b (\u00ab\u0431\u044b\u043b\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441 API\u00bb), \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0430\u043b\u0430.<\/p>\n<p><strong>\u041a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430.<\/strong> \u0410\u0433\u0435\u043d\u0442 \u043f\u0438\u0448\u0435\u0442 \u00ab\u0431\u044b\u043b\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 API\u00bb \u2014 \u044d\u0442\u043e \u0441\u0438\u043c\u043f\u0442\u043e\u043c, \u043d\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u0430. \u041f\u0440\u0438\u0447\u0438\u043d\u0430: \u00ab\u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u0447\u0438\u0442\u0430\u0442\u044c \u0438\u0437 Redis \u0434\u043e \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f\u00bb. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u044f\u0432\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435: \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 = \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c, \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0441\u0438\u043c\u043f\u0442\u043e\u043c\u0430.<\/p>\n<p><strong>\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u043e\u043a\u043d\u043e \u0441\u044a\u0435\u0434\u0430\u0435\u0442\u0441\u044f.<\/strong> \u0415\u0441\u043b\u0438 \u043e\u0431\u0430 \u0444\u0430\u0439\u043b\u0430 \u0431\u043e\u043b\u044c\u0448\u0438\u0435, \u043e\u043d\u0438 \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0442 \u0441 \u0440\u0430\u0431\u043e\u0447\u0438\u043c \u043a\u043e\u0434\u043e\u043c \u0437\u0430 \u043c\u0435\u0441\u0442\u043e \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043f\u0435\u0440\u0438\u043e\u0434\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u043e\u0441\u0438\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u0430 \u0441\u0436\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b, \u043e\u0441\u0442\u0430\u0432\u0438\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0441\u043b\u0443\u0447\u0430\u0435\u0432.<\/p>\n<p><strong>\u0417\u0430\u043f\u0438\u0441\u0438 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u044e\u0442 \u043f\u043e\u0441\u043b\u0435 \u0440\u0435\u0444\u0430\u043a\u0442\u043e\u0440\u0438\u043d\u0433\u0430.<\/strong> \u041f\u043e\u0441\u043b\u0435 \u0441\u043c\u0435\u043d\u044b \u0441\u0442\u0435\u043a\u0430 \u0447\u0430\u0441\u0442\u044c entries \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0443\u0436\u0435 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u043a\u0443 \u0434\u0430\u0442\u044b \u043a \u043a\u0430\u0436\u0434\u043e\u0439 \u0437\u0430\u043f\u0438\u0441\u0438 \u2014 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u0432\u0438\u0434\u043d\u044b \u0441\u0440\u0430\u0437\u0443 \u043f\u0440\u0438 \u0440\u0435\u0432\u044c\u044e.<\/p>\n<h2>\u041c\u0430\u0441\u0448\u0442\u0430\u0431<\/h2>\n<p>\u041f\u0430\u0442\u0442\u0435\u0440\u043d \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c\u0438.<\/p>\n<p><strong>\u041b\u0438\u0447\u043d\u044b\u0439 \u043f\u0440\u043e\u0435\u043a\u0442:<\/strong> \u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b CLAUDE.md, \u0434\u0432\u0430 \u0444\u0430\u0439\u043b\u0430 \u043f\u0430\u043c\u044f\u0442\u0438. \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043c\u043d\u0438\u0442, \u0447\u0442\u043e \u0432\u044b \u0443\u0436\u0435 \u043f\u0440\u043e\u0431\u043e\u0432\u0430\u043b\u0438, \u0447\u0442\u043e \u043d\u0435 \u0437\u0430\u0448\u043b\u043e, \u043a\u0430\u043a\u043e\u0439 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u0443 \u0432\u0430\u0441 \u00ab\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439\u00bb.<\/p>\n<p><strong>\u041a\u043e\u043c\u0430\u043d\u0434\u0430:<\/strong> \u0444\u0430\u0439\u043b\u044b \u0432 git \u2014 decisions.md \u0438 mistakes.md \u043a\u0430\u043a \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u041d\u043e\u0432\u044b\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u043f\u044b\u0442 \u0441 \u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0410\u0433\u0435\u043d\u0442 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u043c \u0434\u043e\u043c\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c.<\/p>\n<p><strong>Enterprise:<\/strong> \u043c\u043e\u0434\u0443\u043b\u044c\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 <code>.mdc<\/code>-\u0444\u0430\u0439\u043b\u044b \u043f\u043e \u0434\u043e\u043c\u0435\u043d\u0430\u043c (\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c, \u0441\u0442\u0438\u043b\u044c API), decisions\/mistakes \u0440\u0430\u0437\u0431\u0438\u0442\u044b \u043f\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043c. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u0442\u0430 \u0436\u0435 \u2014 \u0444\u0430\u0439\u043b\u044b \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438, \u0430\u0432\u0442\u043e\u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.<\/p>\n<h2>\u041f\u043e\u0447\u0435\u043c\u0443 RAG \u0437\u0434\u0435\u0441\u044c \u043b\u0438\u0448\u043d\u0438\u0439<\/h2>\n<p>\u041f\u0440\u0438 \u0441\u043b\u043e\u0432\u0435 \u00abmemory \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430\u00bb \u043e\u0431\u044b\u0447\u043d\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u043e \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u0445 \u0431\u0430\u0437\u0430\u0445, RAG-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430\u0445 \u0438 fine-tuning&#x27;\u0435. \u0412\u0441\u0451 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u2014 \u043d\u043e \u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u043e\u0432\u0435\u0440\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433.<\/p>\n<p>RAG \u043d\u0443\u0436\u0435\u043d, \u043a\u043e\u0433\u0434\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0442\u044b\u0441\u044f\u0447\u0438 \u0438 \u043d\u0443\u0436\u043d\u0430 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u0432\u0441\u0451 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0435. Decisions.md \u043d\u0443\u0436\u0435\u043d, \u043a\u043e\u0433\u0434\u0430 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0434\u0435\u0441\u044f\u0442\u043a\u0438 \u0438 \u0432\u0441\u0435 \u043e\u043d\u0438 \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u0432\u0441\u0435\u0433\u0434\u0430. \u042d\u0442\u043e \u0440\u0430\u0437\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438.<\/p>\n<p>\u041a\u043e\u0433\u0434\u0430 \u0444\u0430\u0439\u043b \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u043e\u043a\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0438 \u043d\u0430\u0434\u0451\u0436\u043d\u0435\u0435 RAG. \u041d\u0435\u0442 embedding-\u0434\u0440\u0435\u0439\u0444\u0430, \u043d\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u043d\u0434\u0435\u043a\u0441\u0430, \u043d\u0435\u0442 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 \u043d\u0430 \u043f\u043e\u0438\u0441\u043a. \u041f\u0440\u043e\u0441\u0442\u043e markdown, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u043f\u0440\u0438 \u0441\u0442\u0430\u0440\u0442\u0435.<\/p>\n<hr \/>\n<p>\u041f\u0430\u0442\u0442\u0435\u0440\u043d \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043b\u044e\u0431\u044b\u043c \u0430\u0433\u0435\u043d\u0442\u043e\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0434\u0442\u044f\u0433\u0438\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u0435\u0441\u0441\u0438\u0438. \u041a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u043f\u043e\u0434 \u0432\u0430\u0448 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u2014 \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0441\u0430\u043c\u0438. \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043e\u0434\u043d\u0430.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u0441\u043d\u043e\u0432\u0430 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b \u0442\u0443 \u0436\u0435 \u043e\u0448\u0438\u0431\u043a\u0443? \u042d\u0442\u043e \u043d\u0435 \u0431\u0430\u0433 \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438. \u041a\u0430\u043a \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c persistent memory \u0430\u0433\u0435\u043d\u0442\u0443 \u0437\u0430 \u0442\u0440\u0438 \u043c\u0438\u043d\u0443\u0442\u044b \u2014 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043b\u0443\u0447\u0448\u0435 RAG.<\/p>\n","protected":false},"author":0,"featured_media":2269,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[153,205],"tags":[207,155,206,174,209,208,210],"class_list":["post-2266","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-engineering","category-developer-productivity","tag-agent-memory","tag-ai-agents","tag-claude-md","tag-context-engineering","tag-cursor-rules","tag-developer-tools","tag-persistent-memory"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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