{"id":14507,"date":"2026-11-05T18:25:33","date_gmt":"2026-11-05T16:25:33","guid":{"rendered":"https:\/\/heshamsaad.com\/?p=14507"},"modified":"2026-11-05T18:25:33","modified_gmt":"2026-11-05T16:25:33","slug":"mistral-studio-agents","status":"publish","type":"post","link":"https:\/\/heshamsaad.com\/ar\/mistral-studio-agents\/","title":{"rendered":"\u0648\u0643\u0644\u0627\u0621 Mistral Studio: \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062f\u0627\u0631\u0648\u0646 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648MCP \u0648\u0627\u0644\u0646\u0634\u0631"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u0641\u064a 5 \u0646\u0648\u0641\u0645\u0628\u0631 2026 \u0627\u0644\u0633\u0627\u0639\u0629 2:00 \u0645 \u0628\u062a\u0648\u0642\u064a\u062a \u0627\u0644\u0642\u0627\u0647\u0631\u0629\u060c \u0646\u0634\u0631\u062a Mistral \u0645\u0642\u0627\u0644 <a href=\"https:\/\/mistral.ai\/news\/build-with-studio\/\" rel=\"noopener\" target=\"_blank\">Build with Studio<\/a> \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 &#8220;Le Chonk brings the brains. Studio puts it to work.&#8221; \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0628\u064a\u0648\u0633\u0639 \u0645\u0646\u0635\u0629 Mistral Studio \u0639\u0634\u0627\u0646 \u062a\u0628\u0642\u0649 \u0645\u0646\u0635\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0645\u0639 \u0648\u0643\u0644\u0627\u0621 \u0645\u062f\u0627\u0631\u064a\u0646\u060c \u0648\u0645\u062d\u0641\u0632\u0627\u062a \u0623\u062d\u062f\u0627\u062b \u0644\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0648\u062e\u0627\u062f\u0645 Mistral MCP\u060c \u0648\u062a\u062a\u0628\u0639 OpenTelemetry \u0645\u0639 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a\u060c \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 Mistral \u0623\u0648 \u0633\u062d\u0627\u0628\u0629 \u062e\u0627\u0635\u0629 (VPC) \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0628\u0631\u064a\u0641 \u062f\u0647 \u0645\u0631\u0643\u0632\u0647 Studio. \u0631\u0627\u062c\u0639\u0646\u0627 \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0648\u0635\u0641\u062d\u0627\u062a Concepts \u0648Managed Agents \u0648Workflows \u0648Apps \u0648Deployments \u0648MCP \u0648Observability \u0648Triggers \u0648Choose what to build \u0648\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0640 API. \u0623\u064a \u0627\u062f\u0639\u0627\u0621 \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0629 \u0623\u0648 \u0645\u0646 \u0639\u0645\u0644\u0627\u0621 \u0645\u0630\u0643\u0648\u0631\u064a\u0646 \u0641\u064a \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u0646\u0633\u0645\u064a\u0647 \u0627\u062f\u0639\u0627\u0621 \u0645\u0646 \u0627\u0644\u0628\u0627\u0626\u0639. \u0648\u0644\u0648 \u0633\u0639\u0631 \u0623\u0648 \u062d\u062f \u0623\u0648 \u062d\u0627\u0644\u0629 \u0645\u0634 \u0645\u0646\u0634\u0648\u0631\u0629 \u0628\u0646\u0642\u0648\u0644 \u0643\u062f\u0647 \u0628\u0635\u0631\u0627\u062d\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mistral Large 4 (Le Chonk) \u0647\u0648 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u064a \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u064a\u0631\u0628\u0637\u0647 \u0628\u0640 Studio. \u0628\u0646\u063a\u0637\u064a\u0647 \u0647\u0646\u0627 \u0641\u064a \u0641\u0642\u0631\u0629 \u0642\u0635\u064a\u0631\u0629 \u0628\u0633\u060c \u0645\u0639 \u0631\u0627\u0628\u0637 \u0644\u0645\u0642\u0627\u0644\u0627\u062a\u0646\u0627 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0627\u0644\u0635\u0641\u062d\u0629 \u062f\u064a \u0645\u0634 \u0647\u062a\u0639\u064a\u062f \u0634\u0631\u062d Large 4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u064a\u0647 \u0627\u0644\u0644\u064a \u0627\u062a\u063a\u064a\u0631 \u0641\u064a Studio \u0645\u0639 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u062f\u0647<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u0633\u0628 \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0648\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0645\u0631\u0627\u0641\u0642\u0629\u060c \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u062a\u0648\u0633\u0639\u0629 \u0644\u0644\u0645\u0646\u0635\u0629 \u0645\u0634 \u0645\u062c\u0631\u062f \u0625\u0635\u062f\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u062c\u062f\u064a\u062f. \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0648\u0643\u0644\u0627\u0621 \u0645\u062f\u0627\u0631\u0648\u0646:<\/strong> \u0627\u0644\u0645\u0637\u0648\u0631 \u064a\u0642\u062f\u0631 \u064a\u0628\u0646\u064a \u0648\u0643\u064a\u0644\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0645\u0639 \u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0635\u0646\u0627\u062f\u064a\u0642 \u0631\u0645\u0644 \u0648\u0648\u0643\u0644\u0627\u0621 \u0641\u0631\u0639\u064a\u064a\u0646 \u0648\u062e\u0637\u0627\u0641\u0627\u062a. Studio \u0628\u062a\u062a\u0648\u0644\u0649 \u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644. Mistral \u0628\u062a\u0642\u0648\u0644 \u0625\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u062f\u064a \u0628\u062a\u062e\u062f\u0645 \u0645\u0644\u0627\u064a\u064a\u0646 \u062c\u0644\u0633\u0627\u062a Mistral Vibe \u0623\u0633\u0628\u0648\u0639\u064a\u0627 (\u0627\u062f\u0639\u0627\u0621 \u0645\u0646 \u0627\u0644\u0628\u0627\u0626\u0639).<\/li>\n\n<li><strong>\u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u0639 \u0645\u062d\u0641\u0632\u0627\u062a \u0623\u062d\u062f\u0627\u062b:<\/strong> \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0628\u064a\u062d\u062f\u062f \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0648\u062e\u0637\u0648\u0627\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0648\u0643\u064a\u0644 \u0648\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0634\u0631. \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062a\u0642\u0637\u0639 \u064a\u0642\u062f\u0631 \u064a\u0643\u0645\u0644 \u0645\u0646 \u0645\u0643\u0627\u0646\u0647. \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0623\u0636\u0627\u0641 \u0645\u062d\u0641\u0632\u0627\u062a \u0645\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0631\u0633\u0645\u0627 \u0628\u064a\u0627\u0646\u064a\u0627 \u0628\u0635\u0631\u064a\u0627 \u0644\u0645\u0646\u0637\u0642 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644.<\/li>\n\n<li><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a:<\/strong> Studio \u0628\u062a\u0648\u0641\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0636\u0648\u0627\u0628\u0637 \u0627\u0644\u0648\u0635\u0648\u0644 \u0639\u0634\u0627\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0644\u064a \u0628\u062a\u0633\u062a\u062f\u0639\u064a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u062a\u0642\u062f\u0631 \u062a\u0642\u062a\u0631\u0628 \u0645\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0628\u0628\u0646\u064a\u0629 \u0623\u0642\u0644. \u062d\u0633\u0628 Mistral \u062a\u0642\u062f\u0631 \u062a\u062c\u0631\u0628 \u0645\u062d\u0644\u064a\u0627 \u0648\u062a\u0646\u0634\u0631 \u0628\u0623\u0645\u0631 \u0648\u0627\u062d\u062f.<\/li>\n\n<li><strong>\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a:<\/strong> \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0641\u0647\u0627\u0631\u0633 \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0628\u062a\u063a\u0630\u064a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629.<\/li>\n\n<li><strong>\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a:<\/strong> \u0622\u062b\u0627\u0631 OpenTelemetry \u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0627\u062a\u060c \u0645\u0639 \u062d\u0644\u0642\u0627\u062a \u062a\u0642\u064a\u064a\u0645 \u0642\u0628\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n\n<li><strong>\u062e\u0627\u062f\u0645 Mistral MCP:<\/strong> \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0632\u064a Mistral Vibe \u0623\u0648 \u0623\u064a \u0639\u0645\u064a\u0644 MCP \u062a\u0627\u0646\u064a \u064a\u0642\u062f\u0631\u0648\u0627 \u064a\u0628\u0646\u0648\u0627 \u0648\u064a\u062c\u0631\u0628\u0648\u0627 \u0648\u064a\u0646\u0634\u0631\u0648\u0627 \u0639\u0644\u0649 \u0645\u0633\u0627\u062d\u0629 \u0639\u0645\u0644 Studio \u0639\u0628\u0631 \u0623\u062f\u0648\u0627\u062a MCP \u0645\u0648\u062b\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u0621 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u064a\u0646 \u0641\u064a \u0627\u0644\u0625\u0637\u0644\u0627\u0642: ABANCA \u0648Accenture \u0648Alten \u0648BNP Paribas \u0648Capgemini \u0648CMA CGM \u0648Tata Consultancy Services. \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a \u062f\u064a \u062a\u0635\u0631\u064a\u062d\u0627\u062a \u0639\u0645\u0644\u0627\u0621 \u0627\u062e\u062a\u0627\u0631\u062a\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0629\u060c \u0645\u0634 \u062a\u062f\u0642\u064a\u0642 \u0645\u0633\u062a\u0642\u0644.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0644\u062e\u0635 \u0642\u0635\u064a\u0631: Mistral Large 4 (Le Chonk)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Le Chonk \u0647\u0648 \u0627\u0644\u0627\u0633\u0645 \u0627\u0644\u0644\u064a Mistral \u0628\u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u0640 Mistral Large 4. \u0645\u0642\u0627\u0644 Studio \u0628\u064a\u062d\u0637\u0647 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u062f\u0641\u0627\u0639\u064a \u0648\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644. \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0628\u062a\u0630\u0643\u0631 \u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u0640 API <code>mistral-large-4<\/code> \u0648<code>mistral-large-4-0<\/code>\u060c \u0648\u0648\u0632\u0646\u0627 \u0645\u0641\u062a\u0648\u062d\u0627 \u062a\u062d\u062a \u0631\u062e\u0635\u0629 Mistral Ecosystem Open Weight\u060c \u0648\u0625\u062f\u062e\u0627\u0644\u0627 \u0646\u0635\u064a\u0627 \u0648\u0635\u0648\u0631\u064a\u0627\u060c \u0648\u0645\u062e\u0631\u062c\u0627 \u0646\u0635\u064a\u0627 \u0645\u0639 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0648\u0633\u064a\u0627\u0642\u0627 \u0628\u0637\u0648\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0623\u0633\u0639\u0627\u0631 API \u0645\u0646\u0634\u0648\u0631\u0629: 0.7 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644\u060c \u06480.07 \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u062e\u0632\u0646 \u0645\u0624\u0642\u062a\u0627\u060c \u06482.1 \u0644\u0644\u0645\u062e\u0631\u062c. \u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0648\u0627\u0644\u062a\u0631\u062e\u064a\u0635 \u0627\u0642\u0631\u0623 <a href=\"https:\/\/heshamsaad.com\/ar\/mistral-large-4\/\">\u0645\u0642\u0627\u0644\u0646\u0627 \u0639\u0646 Mistral Large 4 \u0628\u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/a>. \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u062d\u0627\u0644\u064a \u0645\u0634 \u0628\u064a\u0639\u064a\u062f \u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u062f\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062f\u0627\u0631\u0648\u0646: \u0627\u064a\u0647 \u0627\u0644\u0644\u064a Studio \u0628\u062a\u0634\u063a\u0644\u0647 \u0641\u0639\u0644\u0627<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u062b\u0627\u0626\u0642 Managed Agents \u0628\u062a\u0639\u0631\u0641 \u0627\u0644\u0648\u0643\u064a\u0644 \u0643\u0646\u0645\u0648\u0630\u062c \u0645\u0639 harness. \u0627\u0644\u0640 harness \u0628\u064a\u0634\u063a\u0644 \u062d\u0644\u0642\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u060c \u0628\u064a\u0646\u0641\u0630 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u064a\u062e\u062a\u0627\u0631\u0647\u0627\u060c \u0648\u0628\u064a\u0633\u062c\u0644 \u0643\u0644 \u062e\u0637\u0648\u0629 \u0641\u064a \u062c\u0644\u0633\u0629. \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629: \u0635\u0646\u062f\u0648\u0642 \u0631\u0645\u0644 \u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0634\u0644 \u0648\u0627\u0644\u0645\u0644\u0641\u0627\u062a. \u0623\u0646\u062a \u0628\u062a\u062d\u062f\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0623\u0633\u0631\u0627\u0631\u060c \u0648\u0623\u064a \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0623\u062f\u0627\u0629 \u0645\u062d\u062a\u0627\u062c \u0645\u0648\u0627\u0641\u0642\u0629 \u0628\u0634\u0631\u064a\u0629. \u062d\u0632\u0645\u0629 \u0627\u0644\u0640 SDK \u0627\u0633\u0645\u0647\u0627 <code>mistralai-agents<\/code>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0644\u0627\u062d\u0638\u0629 \u062d\u0627\u0644\u0629 \u0645\u0647\u0645\u0629 \u0645\u0646 \u0627\u0644\u0648\u062b\u0627\u0626\u0642: Managed Agents \u0648Agents SDK \u0641\u064a \u0645\u0639\u0627\u064a\u0646\u0629 \u0639\u0627\u0645\u0629. \u0627\u0644\u0640 API \u0648\u0627\u0644\u0633\u0644\u0648\u0643 \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0645\u0645\u0643\u0646 \u062a\u062a\u063a\u064a\u0631 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0645\u0645\u0643\u0646 \u064a\u0637\u0644\u0628 \u062a\u0639\u062f\u064a\u0644\u0627 \u0641\u064a \u0627\u0644\u0643\u0648\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u062f\u0648\u062f \u0627\u0644\u062c\u0644\u0633\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u064a\u0646:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062c\u0644\u0633\u0629 \u0628\u062a\u0646\u062a\u0647\u064a \u0628\u0639\u062f 24 \u0633\u0627\u0639\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627\u060c \u0623\u0648 \u0628\u0639\u062f 4 \u0633\u0627\u0639\u0627\u062a \u062e\u0645\u0648\u0644 \u0644\u0645\u0627 \u0645\u0641\u064a\u0634 \u062f\u0648\u0631\u0629 \u0634\u063a\u0627\u0644\u0629 \u0623\u0648 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0633\u062a\u0646\u064a\u0629 \u0634\u062e\u0635 \u0628\u0633. \u0627\u0644\u062d\u062f\u064a\u0646 \u0642\u0627\u0628\u0644\u064a\u0646 \u0644\u0644\u0631\u0641\u0639.<\/li>\n\n<li>\u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0627\u062a \u0628\u062a\u0633\u062a\u0646\u0649 \u0633\u0627\u0639\u0629 \u0648\u0627\u062d\u062f\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627 \u0648\u0627\u0644\u062c\u0644\u0633\u0629 \u0627\u0644\u062f\u0627\u0626\u0645\u0629 \u062a\u0641\u0636\u0644 \u0645\u0641\u062a\u0648\u062d\u0629.<\/li>\n\n<li>\u0644\u0648 \u0627\u0644\u0639\u0627\u0645\u0644 \u0648\u0642\u0639\u060c \u0627\u0644\u062f\u0648\u0631\u0629 \u0639\u0627\u062f\u0629 \u0628\u062a\u0643\u0645\u0644 \u0645\u0646 \u0622\u062e\u0631 \u0645\u0643\u0627\u0644\u0645\u0629 \u0646\u0645\u0648\u0630\u062c \u0623\u0648 \u0623\u062f\u0627\u0629 \u0627\u0643\u062a\u0645\u0644\u062a. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u064a \u0644\u064a\u0647\u0627 \u0623\u062b\u0631 \u062c\u0627\u0646\u0628\u064a \u0644\u0627\u0632\u0645 \u062a\u0643\u0648\u0646 idempotent \u0644\u0623\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0623\u062f\u0627\u0629 \u0643\u0627\u0646 \u0634\u063a\u0627\u0644 \u0645\u0634 \u0628\u064a\u062a\u0639\u0627\u062f \u0628\u0646\u0641\u0633 \u0623\u0645\u0627\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u062b\u0644\u0627\u062b \u0623\u0648\u0636\u0627\u0639 \u062a\u0634\u063a\u064a\u0644 \u0645\u0648\u062b\u0642\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u062d\u0644\u064a \u062f\u0627\u062e\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629:<\/strong> \u0644\u0644\u062a\u0637\u0648\u064a\u0631. \u0627\u0644\u062c\u0644\u0633\u0629 \u0628\u062a\u0639\u064a\u0634 \u0641\u064a \u0639\u0645\u0644\u064a\u062a\u0643 \u0648\u0628\u062a\u0646\u062a\u0647\u064a \u0645\u0639\u0627\u0647\u0627. \u062a\u062a\u0628\u0639 Studio \u0645\u0642\u0641\u0648\u0644 \u0641\u064a \u0627\u0644\u0648\u0636\u0639 \u062f\u0647.<\/li>\n\n<li><strong>\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 (<code>agents serve<\/code>):<\/strong> \u0628\u062a\u0634\u063a\u0644 \u0627\u0644\u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0623\u0648 \u0639\u0646\u0642\u0648\u062f\u0643 \u0639\u0634\u0627\u0646 \u0643\u0648\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u064a\u0641\u0636\u0644 \u062c\u0646\u0628 \u0628\u064a\u0627\u0646\u0627\u062a\u0643. Mistral \u0628\u062a\u062e\u0632\u0646 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0648\u0628\u062a\u062e\u062f\u0645 \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n\n<li><strong>\u0625\u062f\u0627\u0631\u0629 Mistral (<code>agents deploy<\/code>):<\/strong> Mistral \u0628\u062a\u0628\u0646\u064a \u0645\u0646 git \u0648\u0628\u062a\u0634\u063a\u0644 \u0627\u0644\u0639\u0627\u0645\u0644. \u0645\u0641\u064a\u0634 \u062d\u0627\u062c\u0629 \u062a\u0633\u062a\u0636\u064a\u0641\u0647\u0627 \u0644\u0644\u0640 harness.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u062d\u0642\u064a\u0642 \u0641\u064a \u062d\u0648\u0627\u062f\u062b \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0641\u064a \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0642\u0635\u0629 \u062f\u0627\u062e\u0644\u064a\u0629 \u0645\u0646 \u0647\u0646\u062f\u0633\u0629 Mistral: \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u064a\u062a\u0628\u0639 \u062f\u0644\u064a\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u0645\u0627 \u064a\u0646\u0632\u0644 \u062a\u0646\u0628\u064a\u0647\u060c \u0648\u0628\u064a\u0637\u0644\u0628 \u0645\u0648\u0627\u0641\u0642\u0629 \u0642\u0628\u0644 \u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0627\u0644\u062d\u0633\u0627\u0633\u0629\u060c \u0648\u0628\u064a\u0646\u0634\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0644\u0649 Slack. \u0627\u0644\u0634\u0631\u0643\u0629 \u0628\u062a\u0642\u0648\u0644 \u0625\u0646 \u0627\u0644\u0646\u0645\u0637 \u062f\u0647 \u0628\u064a\u0648\u0641\u0631 \u0644\u0644\u0641\u0631\u064a\u0642 \u0645\u0626\u0627\u062a \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0634\u0647\u0631\u064a\u0627. \u0627\u0639\u062a\u0628\u0631 \u0631\u0642\u0645 \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0627\u062f\u0639\u0627\u0621 \u0645\u0646 \u0627\u0644\u0628\u0627\u0626\u0639.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0645\u062d\u0641\u0632\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u062f\u0627\u0626\u0645\u0629 \u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0627\u0644\u0643\u0648\u062f. \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0642\u0648\u0644 \u0625\u0646\u0647\u0627 \u0628\u062a\u062c\u0645\u0639 \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u0648\u0625\u062f\u062e\u0627\u0644 \u0628\u0634\u0631\u064a\u060c \u0648\u0628\u062a\u0635\u0645\u062f \u0642\u062f\u0627\u0645 \u0627\u0644\u0627\u0646\u0647\u064a\u0627\u0631\u0627\u062a \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0628\u062a\u062f\u0639\u0645 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629 \u0648\u0627\u0644\u062c\u062f\u0627\u0648\u0644\u060c \u0648\u0645\u0645\u0643\u0646 \u062a\u062c\u0631\u064a \u0645\u0646 \u062b\u0648\u0627\u0646 \u0644\u0634\u0647\u0648\u0631. \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0626\u0645 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 Temporal. Workflows \u0643\u0645\u0627\u0646 \u0641\u064a \u0645\u0639\u0627\u064a\u0646\u0629 \u0639\u0627\u0645\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0637\u0631\u0642 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>POST \/v1\/workflows\/{name}\/execute<\/code> \u0645\u0646 \u0623\u064a \u0644\u063a\u0629.<\/li>\n\n<li>\u0648\u0627\u062c\u0647\u0629 Studio\u060c \u0628\u0645\u0627 \u0641\u064a\u0647\u0627 \u0646\u0645\u0627\u0630\u062c \u0645\u0648\u0644\u062f\u0629 \u0645\u0646 \u062a\u0648\u0642\u064a\u0639 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644.<\/li>\n\n<li>Vibe Work\u060c \u062d\u064a\u062b \u062a\u0638\u0647\u0631 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0643\u0645\u0633\u0627\u0639\u062f\u064a\u0646.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0641\u064a \u0627\u0644\u0646\u0638\u0631\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0647\u062c\u064a\u0646: Mistral \u0628\u062a\u0633\u062a\u0636\u064a\u0641 \u0627\u0644\u0645\u0646\u0633\u0642\u060c \u0648\u0643\u0648\u062f \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0628\u064a\u062c\u0631\u064a \u0641\u064a \u0639\u0645\u0627\u0644 \u0639\u0644\u0649 \u0644\u0627\u0628\u062a\u0648\u0628\u0643 \u0623\u0648 \u0628\u0646\u064a\u062a\u0643. \u0627\u0644\u0639\u0645\u0627\u0644 \u0628\u064a\u062a\u0635\u0644\u0648\u0627 \u0644\u0644\u062e\u0627\u0631\u062c. \u0648\u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0642\u0648\u0644 \u0625\u0646 \u0628\u064a\u0626\u0629 Studio \u0645\u0645\u0643\u0646 \u0643\u0645\u0627\u0646 \u062a\u062c\u0631\u064a \u0641\u064a \u0633\u062d\u0627\u0628\u0629 \u062e\u0627\u0635\u0629 \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062d\u0645\u0648\u0644\u0629 \u0644\u0644\u0648\u0636\u0639 \u0627\u0644\u0647\u062c\u064a\u0646 \u062a\u0634\u0645\u0644 \u062a\u0634\u0641\u064a\u0631\u0627 \u0639\u0644\u0649 \u0637\u0628\u0642\u0629 \u0627\u0644\u0640 SDK \u0642\u0628\u0644 \u0645\u0627 \u0627\u0644\u062d\u0645\u0648\u0644\u0629 \u062a\u0633\u064a\u0628 \u0627\u0644\u0639\u0627\u0645\u0644\u060c \u0648\u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0641\u0648\u0642 2 \u0645\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0625\u0644\u0649 \u062a\u062e\u0632\u064a\u0646\u0643 \u0627\u0644\u062e\u0627\u0635 (S3 \u0623\u0648 GCS \u0623\u0648 Azure) \u0645\u0639 \u0627\u0644\u0625\u0628\u0642\u0627\u0621 \u0639\u0644\u0649 \u0645\u0631\u0627\u062c\u0639 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062d\u0641\u0632\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u062c\u0632\u0621 \u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u0648\u062b\u0627\u0626\u0642 Triggers and webhooks \u0628\u062a\u0648\u0635\u0641:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0646\u0642\u0637\u0629 webhook \u0644\u0643\u0644 \u0645\u0632\u0648\u062f\u060c \u0645\u0639 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u0648\u0642\u064a\u0639 \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0629.<\/li>\n\n<li>\u0645\u062d\u0641\u0632\u0627 \u064a\u0631\u0628\u0637 \u0645\u0635\u062f\u0631 \u062d\u062f\u062b \u0628\u0625\u062c\u0631\u0627\u0621 \u0632\u064a <code>start_workflow<\/code>.<\/li>\n\n<li>\u0645\u0632\u0648\u062f\u064a\u0646 \u0645\u062f\u0639\u0648\u0645\u064a\u0646 \u0641\u064a \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0645\u0646\u0647\u0645 Slack \u0648GitHub \u0648Notion \u0648Linear \u0648Microsoft Graph \u0648Lucca \u0648Ashby (\u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0645\u0645\u0643\u0646 \u062a\u0643\u0628\u0631\u061b \u0631\u0627\u062c\u0639 \u0635\u0641\u062d\u0629 \u0627\u0644\u0645\u062d\u0641\u0632\u0627\u062a \u0627\u0644\u062d\u064a\u0629).<\/li>\n\n<li>\u0641\u0644\u0627\u062a\u0631 JMESPath \u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629 \u0639\u0644\u0649 \u062c\u0633\u0645 \u0627\u0644\u062d\u062f\u062b.<\/li>\n\n<li>\u0634\u0643\u0644 \u0631\u0627\u0628\u0637 \u0627\u0644\u0640 webhook: <code style=\"overflow-wrap:anywhere;word-break:break-all\">https:\/\/webhooks.mistral.ai\/providers\/{provider}\/sources\/{webhook_id}<\/code>.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u062f\u0648\u062f \u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0645\u062d\u0641\u0632\u0627\u062a: \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062d\u0641\u0632 \u0628\u064a\u062c\u0631\u064a \u0628\u0635\u0644\u0627\u062d\u064a\u0627\u062a \u0645\u0646 \u0623\u0646\u0634\u0623 \u0627\u0644\u0645\u062d\u0641\u0632 \u0645\u0634 \u0627\u0644\u0634\u062e\u0635 \u0648\u0631\u0627\u0621 \u062d\u062f\u062b \u0627\u0644\u0645\u0632\u0648\u062f\u060c \u0648\u0627\u0644\u0645\u062d\u0641\u0632\u0627\u062a \u0645\u0634 \u0628\u062a\u0642\u062f\u0631 \u062a\u0628\u062f\u0623 \u0633\u064a\u0631 \u0639\u0645\u0644 on-behalf-of. \u062d\u0627\u0644\u064a\u0627 \u0627\u0644\u0645\u062d\u0641\u0632\u0627\u062a \u0628\u062a\u0628\u062f\u0623 \u062a\u0646\u0641\u064a\u0630\u0627\u062a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0641\u0642\u0637\u060c \u0645\u0634 \u062c\u0644\u0633\u0627\u062a \u0648\u0643\u064a\u0644 \u0645\u0633\u062a\u0642\u0644\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c \u0641\u064a \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u064a\u0648\u062c\u0647 \u0623\u0641\u0643\u0627\u0631 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0648\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u062a\u0635\u0646\u064a\u0641 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0642\u0648\u0627\u0639\u062f \u062a\u0648\u062c\u064a\u0647. Mistral \u0628\u062a\u0642\u0648\u0644 \u0625\u0646 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u062f\u0647 \u0628\u064a\u0648\u0641\u0631 \u062d\u0648\u0627\u0644\u064a 35 \u0633\u0627\u0639\u0629 \u0623\u0633\u0628\u0648\u0639\u064a\u0627 \u0644\u0644\u0641\u0631\u064a\u0642 (\u0627\u062f\u0639\u0627\u0621 \u0645\u0646 \u0627\u0644\u0628\u0627\u0626\u0639).<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"819\" height=\"1024\" src=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar-819x1024.jpg\" alt=\"\u0645\u062e\u0637\u0637 \u062a\u0631\u0643\u0648\u0627\u0632\u064a: \u0645\u0646 \u062d\u062f\u062b \u0645\u0634\u063a\u0644 \u0625\u0644\u0649 \u0645\u0633\u0627\u0631 \u0639\u0645\u0644 \u0648\u0648\u0643\u064a\u0644 \u0645\u062f\u0627\u0631 \u0648\u0623\u062f\u0648\u0627\u062a MCP \u062b\u0645 \u062a\u062a\u0628\u0639 \u0648\u062a\u0642\u064a\u064a\u0645 \u0645\u0639 \u0634\u0631\u064a\u0637 \u0633\u062d\u0627\u0628\u0629 \u0623\u0648 VPC \u0623\u0648 \u062e\u0648\u0627\u062f\u0645 \u062e\u0627\u0635\u0629\" class=\"wp-image-14512\" srcset=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar-819x1024.jpg 819w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar-240x300.jpg 240w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar-768x960.jpg 768w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar-400x500.jpg 400w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar-40x50.jpg 40w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/11\/086-studio-pipeline-ar.jpg 1200w\" sizes=\"auto, (max-width: 819px) 100vw, 819px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u062b\u0627\u0626\u0642 Apps \u0628\u062a\u0642\u0648\u0644 \u0625\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u064a\u062c\u0645\u0639 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u0634\u0631\u0648\u0639 \u0648\u0627\u062d\u062f \u0642\u0627\u0628\u0644 \u0644\u0644\u0646\u0634\u0631. Studio \u0628\u062a\u0648\u0641\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0636\u0628\u0637 \u0627\u0644\u0648\u0635\u0648\u0644. \u0628\u062a\u0628\u0646\u064a \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0628\u0640 Mistral CLI (<code>mistral init<\/code>)\u060c \u062a\u0637\u0648\u0631 \u0645\u062d\u0644\u064a\u0627\u060c \u0648\u0628\u0639\u062f\u064a\u0646 \u062a\u0646\u0634\u0631. \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u064a\u062f \u0645\u0647\u0645 \u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629: \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u062a\u0634\u062a\u063a\u0644 \u0645\u062d\u0644\u064a\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0628\u0646\u0627\u0621 \u0648\u0628\u0639\u062f\u064a\u0646 \u0628\u062a\u0646\u062a\u0634\u0631 \u0639\u0644\u0649 Mistral Cloud. \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0642\u0648\u0644 \u0625\u0646\u0647 \u0645\u0641\u064a\u0634 \u0645\u0633\u0627\u0631 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0639\u0643\u0633 \u0628\u064a\u062c\u0631\u0648\u0627 \u0641\u064a \u0627\u0644\u0623\u0648\u0636\u0627\u0639 \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u0627\u0644\u0630\u0627\u062a\u064a \u0648\u0627\u0644\u0645\u062f\u0627\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0645\u0646 \u0641\u0631\u064a\u0642 Applied AI \u0641\u064a Mistral \u0628\u064a\u0633\u062a\u062e\u062f\u0645 \u0648\u0643\u064a\u0644\u0627 \u0639\u0634\u0627\u0646 \u064a\u0642\u062a\u0631\u062d \u0623\u0634\u062e\u0627\u0635\u0627 \u0648\u064a\u0634\u0631\u062d \u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0645 \u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0634\u0631\u0648\u0639. \u062f\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0627\u062e\u0644\u064a \u0641\u064a \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642\u060c \u0645\u0634 \u062f\u0631\u0627\u0633\u0629 \u0639\u0645\u064a\u0644.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062e\u0627\u062f\u0645 Mistral MCP<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0635\u0641\u062d\u0629 MCP \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0628\u062a\u0648\u062b\u0642 \u062e\u0627\u062f\u0645 Model Context Protocol \u0645\u0631\u0628\u0648\u0637 \u0628\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0639\u0645\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0646\u0642\u0637\u0629: <code>https:\/\/api.mistral.ai\/mcp<\/code><\/li>\n\n<li>\u0627\u0644\u0646\u0642\u0644: Streamable HTTP<\/li>\n\n<li>\u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629: <code>Authorization: Bearer &lt;MISTRAL_API_KEY&gt;<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0648\u0636\u0629 \u0644\u0639\u0645\u064a\u0644 MCP \u062a\u0634\u0645\u0644 Apps \u0648Billing \u0648Connectors \u0648Documentation \u0648Evaluations \u0648Knowledge \u0648Libraries \u0648Observability \u0648Organization \u0648Prompts \u0648Secrets \u0648Skills \u0648Workflows. \u0623\u062f\u0648\u0627\u062a Apps \u0648Evaluations \u0648Observability \u0648Secrets \u0628\u062a\u0638\u0647\u0631 \u0628\u0633 \u0644\u0645\u0627 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u062f\u064a \u062a\u0643\u0648\u0646 \u0645\u0641\u0639\u0644\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u062d\u0629. \u0642\u064a\u0645 \u0627\u0644\u0623\u0633\u0631\u0627\u0631 \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u0629 \u0645\u0634 \u0628\u062a\u0631\u062c\u0639 \u0623\u0628\u062f\u0627\u061b \u0627\u0644\u0623\u0633\u0645\u0627\u0621 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0628\u0633. \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u062a\u0642\u062f\u0631 \u062a\u0646\u0634\u0631 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u063a\u064a\u0631 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u062a\u062f\u064a\u0631 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0648\u062a\u0639\u064a\u062f \u0646\u0634\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0639\u0634\u0627\u0646 \u0643\u062f\u0647 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0641\u0642\u0629 \u0644\u0643\u0644 \u0623\u062f\u0627\u0629 \u0641\u064a \u0627\u0644\u0639\u0645\u064a\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0647 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0644\u064a \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0642\u0635\u062f\u0647 \u0644\u0645\u0627 \u0642\u0627\u0644 \u0625\u0646 \u0627\u0644\u0645\u0637\u0648\u0631 \u064a\u0642\u062f\u0631 \u064a\u0628\u0646\u064a \u0645\u0639 Mistral Vibe \u0623\u0648 \u0648\u0643\u064a\u0644 \u0628\u0631\u0645\u062c\u0629 \u062a\u0627\u0646\u064a\u060c \u064a\u062c\u0631\u0628 \u0645\u062d\u0644\u064a\u0627\u060c \u0648\u064a\u0646\u0634\u0631 \u0639\u0644\u0649 Studio \u0628\u0623\u0645\u0631 \u0648\u0627\u062d\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0622\u062b\u0627\u0631 OpenTelemetry \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u062b\u0627\u0626\u0642 Observability \u0628\u062a\u062c\u0645\u0639 \u062b\u0644\u0627\u062b \u0642\u062f\u0631\u0627\u062a: \u0627\u0644\u0622\u062b\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644\u060c \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u062d\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 (\u0631\u0633\u0645\u064a):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Observability \u0641\u064a \u0645\u0639\u0627\u064a\u0646\u0629 \u0639\u0627\u0645\u0629 \u0648\u0645\u062a\u0627\u062d\u0629 \u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0641\u0626\u0629 Enterprise \u0641\u0642\u0637. \u0645\u0641\u0639\u0644\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627 \u0644\u062a\u0644\u0643 \u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a\u061b \u0648\u0645\u0633\u0624\u0648\u0644 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u064a\u0642\u062f\u0631 \u064a\u0642\u0641\u0644\u0647\u0627.<\/li>\n\n<li>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0645\u0634\u0645\u0648\u0644 \u0641\u064a \u062e\u0637\u0629 Enterprise. \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0645\u0645\u0643\u0646 \u064a\u062a\u063a\u064a\u0631 \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0641\u0631 \u0627\u0644\u0639\u0627\u0645.<\/li>\n\n<li>\u0627\u0644\u0622\u062b\u0627\u0631 \u0628\u062a\u062a\u062d\u0641\u0638 30 \u064a\u0648\u0645\u0627.<\/li>\n\n<li>\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u062d\u064a\u0629 \u062a\u062d\u062a \u0646\u0641\u0633 \u0628\u0648\u0627\u0628\u0629 Enterprise.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u062b\u0627\u0631 \u0628\u062a\u0633\u062a\u062e\u062f\u0645 OpenTelemetry. Workflows \u0648Managed Agents \u0628\u064a\u0628\u0639\u062a\u0648\u0627 \u0622\u062b\u0627\u0631\u0627 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627 \u0639\u0646\u062f \u0627\u0644\u0646\u0634\u0631. \u062d\u0632\u0645 Mistral SDK (Python \u0648TypeScript) \u0648Vibe Work \u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629. \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u062a\u0642\u062f\u0631 \u062a\u0628\u0639\u062a \u0622\u062b\u0627\u0631 OTEL \u0628\u0645\u0641\u062a\u0627\u062d API \u0635\u0627\u0644\u062d. \u0627\u0644\u0623\u062b\u0631 \u0628\u064a\u0633\u062c\u0644 \u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0648\u0627\u0646\u062a\u0642\u0627\u0644\u0627\u062a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644. \u0623\u062f\u0648\u0627\u0631 Trace Explorer \u062a\u0634\u0645\u0644 Org Admin \u0648Workspace Admin \u0648Observability Viewer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u062a\u0633\u062a\u062e\u062f\u0645 Evaluation SDK (<code>mistralai-evaluations<\/code>) \u0645\u0639 \u0645\u0642\u064a\u0645\u064a\u0646 \u0642\u0627\u0626\u0645\u064a\u0646 \u0639\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0623\u0648 \u062d\u0643\u0627\u0645 LLM \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u062d\u064a\u0629 \u0628\u062a\u0642\u064a\u0645 spans \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0639\u062f \u0627\u0644\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0628\u062d\u0643\u0627\u0645 LLM \u062e\u0627\u0631\u062c \u0645\u0633\u0627\u0631 \u0627\u0644\u0637\u0644\u0628.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0646\u0634\u0631: \u0633\u062d\u0627\u0628\u0629 Mistral \u0623\u0648 VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u062b\u0627\u0626\u0642 Deployments \u0628\u062a\u0639\u0631\u0641 \u062b\u0644\u0627\u062b \u0637\u0631\u0642 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0644\u064a \u0628\u0646\u064a\u062a\u0647:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0637\u0648\u064a\u0631 \u0645\u062d\u0644\u064a:<\/strong> \u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0646\u0635\u0629. \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0645\u0634 \u0644\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n\n<li><strong>\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629:<\/strong> \u0639\u0645\u0627\u0644 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0623\u0648 Kubernetes \u0623\u0648 \u0633\u062d\u0627\u0628\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u061b Mistral \u0628\u062a\u0646\u0633\u0642 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u062f\u064a.<\/li>\n\n<li><strong>\u0645\u062f\u0627\u0631:<\/strong> Mistral Cloud \u0628\u062a\u0628\u0646\u064a \u0648\u062a\u0634\u063a\u0644 \u0648\u062a\u0648\u0633\u0639 \u0648\u062a\u0633\u062a\u0631\u062c\u0639 \u0627\u0644\u062d\u0645\u0644.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u064a\u0636\u064a\u0641 \u0625\u0637\u0627\u0631 \u0627\u0644\u0633\u064a\u0627\u062f\u0629: \u0627\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u0645\u0646\u0635\u0629 \u0641\u064a \u0633\u062d\u0627\u0628\u062a\u0643 \u0623\u0648 VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0634\u0631\u0627 \u0645\u0633\u062a\u0636\u0627\u0641\u0627 \u0645\u0646 Mistral\u060c \u0623\u0648 \u0627\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0626\u0627\u062a. \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0643\u0645\u0627\u0646 \u0628\u062a\u062d\u0630\u0631 \u0625\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0634\u0631 \u0630\u0627\u062a\u064a\u0627 \u0645\u0634 \u0632\u064a \u062a\u0634\u063a\u064a\u0644 \u0645\u0646\u0635\u0629 Studio \u0643\u0627\u0645\u0644\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631\u061b \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631 \u0645\u0633\u0627\u0631 \u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646\u0641\u0635\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u062b\u0627\u0626\u0642 Self-Deployment \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u062a\u063a\u0637\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0628\u0645\u062d\u0631\u0643\u0627\u062a \u0632\u064a vLLM \u0639\u0644\u0649 \u0628\u0646\u064a\u062a\u0643. \u062f\u0647 \u062a\u0642\u062f\u064a\u0645 \u0646\u0645\u0648\u0630\u062c\u060c \u0645\u0646\u0641\u0635\u0644 \u0639\u0646 \u0646\u0634\u0631 \u0639\u0645\u0627\u0644 Studio. \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u062e\u0627\u0635 \u0644\u0645\u0643\u0648\u0646\u0627\u062a Studio \u062f\u0627\u062e\u0644 Enterprise \u0628\u064a\u0628\u0642\u0649 \u0645\u0633\u0627\u0631\u0627 \u062a\u062c\u0627\u0631\u064a\u0627 \u0639\u0628\u0631 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u062d\u0633\u0628 \u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u0644\u062e\u0637\u0637 \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0637\u0628\u0642\u062a\u064a\u0646 \u0633\u0639\u0631 \u0645\u0646\u0634\u0648\u0631\u062a\u064a\u0646 \u0627\u0644\u064a\u0648\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1) \u0623\u0633\u0639\u0627\u0631 \u0631\u0645\u0648\u0632 \u0627\u0644\u0640 API \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u064a Studio \u0628\u062a\u0642\u062a\u0631\u0646\u0647 \u063a\u0627\u0644\u0628\u0627 \u0628\u0627\u0644\u0648\u0643\u0644\u0627\u0621.<\/strong> \u0641\u064a \u0635\u0641\u062d\u0629 \u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0640 API\u060c Mistral Large 4 \u0645\u0633\u062c\u0644 \u0628\u0640 0.7 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644\u060c \u06480.07 \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u062e\u0632\u0646 \u0645\u0624\u0642\u062a\u0627\u060c \u06482.1 \u0644\u0644\u0645\u062e\u0631\u062c. \u062a\u0634\u063a\u064a\u0644\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0644\u064a \u0628\u062a\u0633\u062a\u062f\u0639\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u062f\u064a. \u062e\u0635\u0648\u0645\u0627\u062a \u0627\u0644\u0640 batch \u0648\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0645\u0630\u0643\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0646\u0635\u0629 \u0641\u064a \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0623\u0633\u0639\u0627\u0631\u061b \u0623\u0643\u062f \u0635\u0641\u0648\u0641 \u0627\u0644\u062e\u0635\u0645 \u0644\u0645\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u064a \u0647\u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0642\u0628\u0644 \u0645\u0627 \u062a\u062d\u0633\u0628 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2) \u062e\u0637\u0637 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0639\u0644\u0649 mistral.ai\/pricing \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0648\u062b\u0627\u0626\u0642.<\/strong> \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643 \u0648\u0627\u0644\u0641\u0631\u0642 \u062a\u0634\u0645\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free: \u0648\u0635\u0648\u0644 \u0645\u062d\u062f\u0648\u062f \u0644\u0640 Vibe\u061b \u0648\u0646\u0635 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0628\u064a\u0642\u0648\u0644 \u0625\u0646 Free \u0628\u064a\u0634\u0645\u0644 \u0643\u0645\u0627\u0646 \u0648\u0635\u0648\u0644\u0627 \u0644\u0640 Mistral Studio.<\/li>\n\n<li>Pro: 14.99 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627 (\u0627\u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0645\u0648\u062b\u0642\u0648\u0646 5.99). \u062d\u062f\u0648\u062f \u0623\u0639\u0644\u0649 \u0644\u0640 Vibe \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629\u061b \u0648\u0642\u0627\u0626\u0645\u0629 Pro \u0628\u062a\u0630\u0643\u0631 25.5 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627 \u0645\u0646 \u0623\u0631\u0635\u062f\u0629 \u0627\u0644\u0640 API.<\/li>\n\n<li>Team: 24.99 \u062f\u0648\u0644\u0627\u0631\u0627 \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645 \u0634\u0647\u0631\u064a\u0627. \u062d\u062f\u0648\u062f \u0623\u0639\u0644\u0649\u060c \u062d\u062a\u0649 30 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u062a\u062e\u0632\u064a\u0646 \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0636\u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629.<\/li>\n\n<li>Enterprise: \u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627. \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u062a\u0634\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629 \u0648\u0648\u0643\u0644\u0627\u0621 \u0645\u062e\u0635\u0635\u064a\u0646 \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u062e\u0635\u0635 \u0648\u0633\u062c\u0644\u0627\u062a \u062a\u062f\u0642\u064a\u0642 \u0648SAML SSO \u0648\u0639\u0644\u0627\u0645\u0629 \u0628\u064a\u0636\u0627\u0621\u060c \u0648\u0646\u0634\u0631\u0627 \u0645\u062e\u0635\u0635\u0627 (\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0623\u0648 \u0633\u062d\u0627\u0628\u0629 \u062e\u0627\u0635\u0629 \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631).<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0635\u0641\u062d\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0643\u0645\u0627\u0646 \u0628\u062a\u0638\u0647\u0631 \u0631\u0642\u0645 &#8220;50 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627&#8221; \u062c\u0646\u0628 \u062a\u0633\u0645\u064a\u0629 Users \u0628\u064a\u0646 Team \u0648Enterprise. \u0623\u0639\u0645\u062f\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0641\u064a \u0635\u0641\u062d\u0629 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0647\u064a Free \u0648Pro \u0648Team \u0648Enterprise. \u0645\u0634 \u0647\u0646\u062e\u062a\u0631\u0639 \u0633\u0639\u0631\u0627 \u0639\u0627\u0645\u0627 \u0645\u0646\u0641\u0635\u0644\u0627 \u0644\u062a\u0634\u063a\u064a\u0644 Managed Agents \u0623\u0648 \u062a\u0646\u0641\u064a\u0630\u0627\u062a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0623\u0648 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0648 Observability \u0632\u064a\u0627\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0644\u064a \u0627\u0644\u0635\u0641\u062d\u0627\u062a \u062f\u064a \u0628\u062a\u0642\u0648\u0644\u0647. Observability \u0628\u062a\u0642\u0648\u0644 \u0635\u0631\u0627\u062d\u0629 \u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0645\u0634\u0645\u0648\u0644 \u0641\u064a Enterprise \u0648\u0625\u0646 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0645\u0645\u0643\u0646 \u064a\u062a\u063a\u064a\u0631 \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0641\u0631 \u0627\u0644\u0639\u0627\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u062f\u0648\u062f \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0645\u0646\u0634\u0648\u0631\u0629 \u062a\u0633\u062a\u0627\u0647\u0644 \u062a\u062a\u062a\u062d\u0633\u0628 \u0641\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627\u062a \u062c\u0644\u0633\u0629 Managed Agents: \u0627\u0646\u062a\u0647\u0627\u0621 \u0628\u0639\u062f 24 \u0633\u0627\u0639\u0629\u060c \u062e\u0645\u0648\u0644 4 \u0633\u0627\u0639\u0627\u062a\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u0648\u0627\u0641\u0642\u0629 \u0633\u0627\u0639\u0629 (\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0631\u0641\u0639 \u062d\u064a\u062b \u062a\u0642\u0648\u0644 \u0627\u0644\u0648\u062b\u0627\u0626\u0642).<\/li>\n\n<li>\u0639\u062a\u0628\u0629 \u062a\u0631\u062d\u064a\u0644 \u062d\u0645\u0648\u0644\u0629 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 2 \u0645\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0625\u0644\u0649 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0639\u0645\u064a\u0644.<\/li>\n\n<li>\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0622\u062b\u0627\u0631 30 \u064a\u0648\u0645\u0627.<\/li>\n\n<li>\u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0645\u0647\u0627\u0645: Free \u062d\u062a\u0649 5\u061b \u0648Pro \u0648Team \u0645\u0630\u0643\u0648\u0631\u0627\u0646 \u0643\u063a\u064a\u0631 \u0645\u062d\u062f\u0648\u062f\u064a\u0646 \u0645\u0639 \u062e\u0636\u0648\u0639 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u062f\u0644 \u0648\u0634\u0631\u0648\u0637 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a \u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0644\u064a \u0644\u0633\u0647 \u0645\u0634 \u0645\u0646\u0634\u0648\u0631 \u0643\u0633\u0639\u0631 \u0643\u062a\u0627\u0644\u0648\u062c \u0639\u0627\u0645 \u0648\u0627\u0636\u062d: \u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u062a\u0646\u0641\u064a\u0630 \u0644\u0640 Managed Agents\u060c \u0648\u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u062a\u0634\u063a\u064a\u0644 \u0633\u064a\u0631 \u0639\u0645\u0644\u060c \u0648\u0623\u0633\u0639\u0627\u0631 Observability \u0628\u0639\u062f \u0627\u0644\u062a\u0648\u0641\u0631 \u0627\u0644\u0639\u0627\u0645\u060c \u0648\u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644 \u0631\u0642\u0645\u064a\u0629 \u0628\u0623\u0633\u0644\u0648\u0628 RPM \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u062e\u0627\u0631\u062c \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062d\u0644\u0642\u0629 \u0645\u0646\u0635\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639 \u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0623\u0633\u0631\u0627\u0631 \u0648\u0623\u0648\u0627\u0645\u0631 \u0648\u0645\u0647\u0627\u0631\u0627\u062a \u0645\u0634\u062a\u0631\u0643\u0629.<\/li>\n\n<li>\u0623\u0648\u0636\u0627\u0639 \u062a\u0634\u063a\u064a\u0644 \u0645\u0648\u062b\u0642\u0629 \u0645\u062d\u0644\u064a\u0629 \u0648\u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u062f\u0627\u0631\u0629 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u062f\u0647 \u0645\u0647\u0645 \u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n\n<li>\u0645\u062d\u0641\u0632\u0627\u062a \u0623\u062d\u062f\u0627\u062b \u0645\u0639 \u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u0648\u0642\u064a\u0639 \u0648webhooks \u0644\u0644\u0645\u0632\u0648\u062f\u064a\u0646 \u0628\u062a\u0642\u0644\u0644 \u0627\u0644\u0644\u0635\u0642 \u0627\u0644\u0645\u062e\u0635\u0635 \u0644\u0640 Slack \u0648GitHub \u0648Notion \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0642\u0631\u064a\u0628\u0629.<\/li>\n\n<li>\u062e\u0627\u062f\u0645 MCP \u0628\u064a\u062e\u0644\u064a \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u064a\u0646\u0634\u0631\u0648\u0627 \u0648\u064a\u0635\u0644\u062d\u0648\u0627 \u0639\u0644\u0649 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/li>\n\n<li>\u0622\u062b\u0627\u0631 OpenTelemetry \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0646\u0638\u0645\u0627\u062a Enterprise \u0627\u0644\u0644\u064a \u0645\u062d\u062a\u0627\u062c\u0629 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0642\u064a\u0642.<\/li>\n\n<li>\u0623\u0633\u0639\u0627\u0631 \u0631\u0645\u0648\u0632 Large 4 \u0645\u0646\u0634\u0648\u0631\u0629 \u0648\u062e\u064a\u0627\u0631 \u0648\u0632\u0646 \u0645\u0641\u062a\u0648\u062d \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u0644\u064a \u0644\u0627\u0632\u0645 \u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0641\u0633\u0647\u0627.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0639\u064a\u0648\u0628<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Managed Agents \u0648Workflows \u0648Observability \u0641\u064a \u0645\u0639\u0627\u064a\u0646\u0629 \u0639\u0627\u0645\u0629\u061b \u0627\u0644\u0640 API \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0644\u0633\u0647 \u0645\u0645\u0643\u0646 \u062a\u062a\u062d\u0631\u0643.<\/li>\n\n<li>Observability \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u062d\u064a\u0629 \u0644\u0641\u0626\u0629 Enterprise \u0641\u0642\u0637.<\/li>\n\n<li>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0641\u064a\u0634 \u0644\u064a\u0647\u0627 \u0645\u0633\u0627\u0631 \u0646\u0634\u0631 \u0630\u0627\u062a\u064a.<\/li>\n\n<li>\u0627\u0644\u0645\u062d\u0641\u0632\u0627\u062a \u0645\u0634 \u0628\u062a\u0628\u062f\u0623 \u0633\u064a\u0631 \u0639\u0645\u0644 OBO \u0648\u0628\u062a\u062c\u0631\u064a \u062f\u0627\u064a\u0645\u0627 \u0628\u0635\u0644\u0627\u062d\u064a\u0627\u062a \u0645\u0646\u0634\u0626 \u0627\u0644\u0645\u062d\u0641\u0632.<\/li>\n\n<li>\u0645\u0641\u064a\u0634 \u0648\u0631\u0642\u0629 \u0623\u0633\u0639\u0627\u0631 \u0639\u0627\u0645\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0643\u064a\u0644 \u0623\u0648 Observability \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0641\u0631 \u0627\u0644\u0639\u0627\u0645.<\/li>\n\n<li>\u0623\u0631\u0642\u0627\u0645 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0641\u064a \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u0627\u0626\u0639.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 Studio \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0646\u0644\u062e\u0635 \u0628\u0633 \u0627\u0644\u0644\u064a \u0635\u0641\u062d\u0627\u062a \u0643\u0644 \u0634\u0631\u0643\u0629 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0628\u062a\u0642\u0648\u0644\u0647. \u062f\u064a \u0645\u0634 \u062a\u0631\u062a\u064a\u0628 \u0645\u0639\u0627\u064a\u064a\u0631.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OpenAI Agents \/ AgentKit:<\/strong> \u062f\u0644\u064a\u0644 Agents \u0639\u0646\u062f OpenAI \u0628\u064a\u0648\u062b\u0642 \u062b\u0644\u0627\u062b \u0628\u064a\u0626\u0627\u062a \u062a\u0634\u063a\u064a\u0644: Agents API (harness Codex \u0645\u062f\u0627\u0631 \u0645\u0646 OpenAI \u0645\u0639 \u062d\u0641\u0638 \u0627\u0644\u062a\u0642\u062f\u0645)\u060c \u0648Agents SDK (\u062d\u0644\u0642\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u062f\u0627\u062e\u0644 \u062a\u0637\u0628\u064a\u0642\u0643 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0633\u0644\u064a\u0645)\u060c \u0648Responses API \u0644\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0623\u062f\u0646\u0649. ChatKit \u0644\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629. AgentKit \u0643\u0627\u0646 \u0628\u064a\u062c\u0645\u0639 Agent Builder \u0648ChatKit \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a\u061b \u0648\u062a\u062d\u062f\u064a\u062b OpenAI \u0641\u064a 3 \u064a\u0648\u0646\u064a\u0648 2026 \u0628\u064a\u0642\u0648\u0644 \u0625\u0646 Agent Builder \u0648Evals \u0628\u064a\u062a\u0642\u0641\u0644\u0648\u0627 \u0648\u0645\u0642\u0631\u0631 \u064a\u0646\u062a\u0647\u0648\u0627 \u0641\u064a 30 \u0646\u0648\u0641\u0645\u0628\u0631 2026\u060c \u0645\u0639 Agents SDK \u0648Workspace Agents \u0643\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0646\u062a\u0642\u0627\u0644. \u0623\u0642\u0631\u0628 \u0646\u0638\u0627\u0626\u0631 Studio \u0647\u064a \u0627\u0644\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u062f\u0627\u0631\u0648\u0646 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0630\u0627\u062a\u064a\u0648\u0646 \u0645\u0639 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a\u060c \u0645\u0639 \u0642\u0635\u0629 VPC \u0648\u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631 \u0623\u0648\u0636\u062d \u0639\u0644\u0649 \u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0646\u062f Mistral.<\/li>\n\n<li><strong>\u0623\u062f\u0648\u0627\u062a \u0648\u0643\u0644\u0627\u0621 Claude \u0645\u0646 Anthropic:<\/strong> Anthropic \u0628\u062a\u0648\u062b\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0639\u0644\u0649 Messages API (\u0623\u062f\u0648\u0627\u062a \u0639\u0645\u064a\u0644 \u0628\u062a\u0634\u063a\u0644\u0647\u0627 \u0623\u0646\u062a\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u062e\u0627\u062f\u0645 \u0628\u062a\u0634\u063a\u0644\u0647\u0627 Anthropic)\u060c \u0648Agent SDK \u0645\u0646\u0641\u0635\u0644 \u0628\u064a\u062f\u064a\u062d\u0644 \u062d\u0644\u0642\u0629 Claude Code \u0648\u0623\u062f\u0648\u0627\u062a\u0647\u0627 \u0648\u0627\u0644\u0635\u0644\u0627\u062d\u064a\u0627\u062a \u0648MCP \u0648\u0627\u0644\u062e\u0637\u0627\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0623\u0633\u0644\u0648\u0628 OpenTelemetry \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a Python \u0623\u0648 TypeScript \u0628\u062a\u0634\u063a\u0644\u0647\u0627 \u0623\u0646\u062a. Managed Agents \u0645\u0630\u0643\u0648\u0631 \u0643\u062e\u0637 \u0645\u0646\u062a\u062c \u0645\u0646\u0641\u0635\u0644 \u0641\u064a \u0646\u0638\u0631\u0629 SDK \u062f\u064a. \u0645\u0643\u062f\u0633 Claude \u0642\u0648\u064a \u0641\u064a \u0628\u062f\u0627\u0626\u064a\u0627\u062a \u0648\u0643\u064a\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u061b Studio \u0628\u062a\u062d\u0632\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0639 \u0633\u064a\u0631 \u0639\u0645\u0644 \u062f\u0627\u0626\u0645 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0623\u0648\u0636\u0627\u0639 \u0646\u0634\u0631 \u0641\u064a \u0643\u0648\u0646\u0633\u0648\u0644 \u0648\u0627\u062d\u062f.<\/li>\n\n<li><strong>Google Vertex AI Agent Builder \/ Gemini Enterprise Agent Platform:<\/strong> \u0646\u0638\u0631\u0629 Agent Platform \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 Google Cloud \u0628\u062a\u0648\u0635\u0641 Agent Studio \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \u0648Agent Development Kit (ADK) \u0648Agent Runtime \u0648\u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0648Memory Bank \u0648Agent Registry \u0648Agent Identity \u0648Agent Gateway \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629. \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0628\u062a\u0646\u0638\u0645 \u0627\u0644\u0645\u0646\u062a\u062c \u0643\u0640 Gemini Enterprise Agent Platform \u062d\u0648\u0644 \u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 \u0648\u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062d\u0648\u0643\u0645\u0629 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646. \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0644\u064a \u0623\u0635\u0644\u0627 \u0639\u0644\u0649 Google Cloud \u0628\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 IAM \u0648\u0625\u0642\u0627\u0645\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0635\u0644\u064a\u064a\u0646\u061b Studio \u0628\u064a\u0646\u0627\u0641\u0633 \u0628\u062e\u064a\u0627\u0631\u0627\u062a Large 4 \u0630\u0627\u062a \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0648\u0639\u0645\u0627\u0644 \u0647\u062c\u064a\u0646\u064a\u0646 \u0628\u064a\u062e\u0644\u0648\u0627 \u0643\u0648\u062f \u0627\u0644\u0646\u0634\u0627\u0637 \u062c\u0648\u0647 \u0634\u0628\u0643\u062a\u0643.<\/li>\n\n<li><strong>Microsoft Copilot Studio:<\/strong> Microsoft Learn \u0628\u062a\u0648\u0635\u0641 \u0627\u0633\u062a\u0648\u062f\u064a\u0648 \u0631\u0633\u0648\u0645\u064a \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u0645\u0648\u0635\u0644\u0627\u062a \u0644\u0642\u0646\u0648\u0627\u062a Microsoft 365 \u0648Power Platform\u060c \u0648\u062e\u064a\u0627\u0631\u0627\u062a harness (\u0645\u0646\u0647\u0627 GitHub Copilot \u0648\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621)\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0648\u062c\u0631\u062f \u0625\u062f\u0627\u0631\u064a. \u062f\u0647 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u062c\u0648\u0647 \u0645\u0646\u0638\u0648\u0645\u0629 Microsoft. Studio \u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0646\u0633\u0628 \u0644\u0645\u0627 \u062a\u062d\u0628 SDKs \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0633\u0627\u0631\u0627\u062a \u0646\u0634\u0631 \u0639\u0628\u0631 MCP \u0648\u0646\u0645\u0627\u0630\u062c \u0648\u0632\u0646 \u0645\u0641\u062a\u0648\u062d \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u0646 Mistral \u0623\u0648 \u0630\u0627\u062a\u064a\u0627 \u0628\u0631\u0647 \u0645\u0643\u062f\u0633 Microsoft.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u062e\u062a\u0627\u0631 \u062d\u0633\u0628 \u0645\u0643\u0627\u0646 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0647\u0648\u064a\u062a\u0643\u060c \u0648\u0647\u0644 \u0645\u062d\u062a\u0627\u062c \u0645\u0646\u062e\u0641\u0636 \u0643\u0648\u062f \u0648\u0644\u0627 SDK \u0628\u0627\u0644\u0643\u0648\u062f \u0623\u0648\u0644\u0627\u060c \u0648\u0647\u0644 \u0645\u0643\u0648\u0646\u0627\u062a Studio \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0645\u0642\u0628\u0648\u0644\u0629 \u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0646\u062f\u0643.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0644\u0648 \u062d\u0627\u0628\u0628 \u062a\u0642\u0627\u0631\u0646 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0646\u0641\u0633\u0647\u0627 \u0644\u0627 \u0627\u0644\u0645\u0646\u0635\u0627\u062a\u060c \u0641\u062f\u0644\u064a\u0644\u0646\u0627 \u0639\u0646 <a href=\"https:\/\/heshamsaad.com\/ar\/claude-fable-mythos-5-2\/\">Claude Fable 5.2<\/a> \u064a\u0634\u0631\u062d \u0623\u062d\u062f\u062b \u0646\u0645\u0627\u0630\u062c Anthropic \u0645\u0646 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0639\u0644\u064a\u0627 \u0648\u0623\u0633\u0639\u0627\u0631\u0647 \u0639\u0628\u0631 API \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u0647\u062f\u0641\u0647\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0623\u0641\u0636\u0644 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0641\u0631\u0632 \u062d\u0648\u0627\u062f\u062b \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0644\u064a \u0628\u064a\u0642\u0631\u0623 \u0623\u062f\u0644\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u064a\u062c\u0645\u0639 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0648\u064a\u0633\u062a\u0646\u0649 \u0645\u0648\u0627\u0641\u0642\u0629 \u0628\u0634\u0631\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/li>\n\n<li>\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0648\u062a\u0648\u062c\u064a\u0647 \u0644\u0644\u062f\u0639\u0645 \u0623\u0648 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\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0639\u0627\u064a\u0632\u0629 \u0623\u062f\u0648\u0627\u062a MCP \u062a\u0646\u0634\u0631 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u0641\u062d\u0635 \u0627\u0644\u0622\u062b\u0627\u0631 \u0645\u0646 \u0646\u0641\u0633 \u062c\u0644\u0633\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629.<\/li>\n\n<li>\u0623\u062d\u0645\u0627\u0644 \u0645\u0646\u0638\u0645\u0629 \u0623\u0648 \u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0633\u064a\u0627\u062f\u0629 \u0645\u062d\u062a\u0627\u062c\u0629 \u0639\u0645\u0627\u0644\u0627 \u0645\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0630\u0627\u062a\u064a\u0627 \u0623\u0648 \u0628\u0635\u0645\u0629 Studio \u0641\u064a \u0633\u062d\u0627\u0628\u0629 \u062e\u0627\u0635\u0629\u060c \u0628\u0634\u0631\u0648\u0637 Enterprise \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/li>\n\n<li>\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0648\u0643\u064a\u0644 \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u062a\u0642\u064a\u064a\u0645: \u062a\u0631\u0642\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0635\u0639\u0628\u0629 \u0645\u0646 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0628\u0644 \u0645\u0627 \u062a\u0634\u062d\u0646 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0623\u0648 \u0627\u0644\u0623\u062f\u0648\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0639\u0646\u0627\u0647 \u0644\u0645\u0648\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0623\u0648 \u0644\u0634\u063a\u0644 \u0627\u0644\u0628\u064a\u0632\u0646\u0633<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u063a\u0644\u0628 \u0645\u0648\u0627\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0645\u0634 \u0647\u062a\u0633\u062a\u0636\u064a\u0641 Agents SDK \u0628\u0646\u0641\u0633\u0647\u0627. \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0639\u0645\u0644\u064a \u0648\u0633\u064a\u0637: \u062e\u062f\u0645\u0629 \u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u0623\u062a\u0645\u062a\u0629 \u0628\u062a\u0633\u062a\u062f\u0639\u064a\u0647\u0627 \u0648\u0643\u0644\u0627\u0621 Studio \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u0628\u0639\u062f\u064a\u0646 \u0628\u062a\u062d\u062f\u062b \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0639\u0628\u0631 REST API \u0623\u0648 webhooks \u0648\u0648\u0643\u0648\u0645\u0631\u0633 \u0623\u0648 \u0625\u0636\u0627\u0641\u0629 \u0639\u0636\u0648\u064a\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0648\u0649:<\/strong> \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u062a\u0633\u062c\u0644 \u0645\u0646 Slack \u0623\u0648 Notion \u064a\u0642\u062f\u0631 \u064a\u0639\u062f \u0645\u0633\u0648\u062f\u0627\u062a \u0623\u0648 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0631\u0648\u0627\u0628\u0637 \u0645\u0643\u0633\u0648\u0631\u0629 \u0623\u0648 \u064a\u0641\u062a\u062d \u0645\u0647\u0627\u0645 \u0645\u0631\u0627\u062c\u0639\u0629\u061b \u0648\u0627\u0644\u0628\u0634\u0631 \u0644\u0633\u0647 \u0628\u064a\u0646\u0634\u0631\u0648\u0627 \u0641\u064a \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633.<\/li>\n\n<li><strong>\u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0627\u0644\u062f\u0639\u0645 \u0648\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a:<\/strong> \u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0648 \u0645\u0643\u062a\u0628 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u062a\u0642\u062f\u0631 \u062a\u0628\u062f\u0623 \u0633\u064a\u0631 \u0639\u0645\u0644 \u064a\u0635\u0646\u0641 \u0627\u0644\u0637\u0644\u0628 \u0648\u064a\u0639\u062f \u0631\u062f\u0627 \u0648\u064a\u0633\u062a\u0646\u0649 \u0645\u0648\u0627\u0641\u0642\u0629 \u0642\u0628\u0644 \u0645\u0627 \u0623\u064a \u062d\u0627\u062c\u0629 \u062a\u062a\u0628\u0639\u062a \u0644\u0644\u0639\u0645\u064a\u0644.<\/li>\n\n<li><strong>\u0627\u0644\u0643\u062a\u0627\u0644\u0648\u062c \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a:<\/strong> \u0648\u0643\u0644\u0627\u0621 \u0628\u0645\u0648\u0635\u0644\u0627\u062a \u0636\u064a\u0642\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u064a\u0642\u062f\u0631\u0648\u0627 \u064a\u0642\u062a\u0631\u062d\u0648\u0627 \u0646\u0635\u0648\u0635 \u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u062e\u0632\u0648\u0646\u061b \u062e\u0644\u064a \u0635\u0644\u0627\u062d\u064a\u0627\u062a \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0636\u064a\u0642\u0629 \u0648\u0627\u0637\u0644\u0628 \u062e\u0637\u0627\u0641\u0627\u062a \u0645\u0648\u0627\u0641\u0642\u0629.<\/li>\n\n<li><strong>\u0627\u0644\u0623\u0645\u0627\u0646:<\/strong> \u062e\u0632\u0646 \u0645\u0641\u0627\u062a\u064a\u062d Mistral API \u0641\u064a Secrets Manager \u0628\u062a\u0627\u0639 Studio \u0623\u0648 \u062e\u0632\u0646\u062a\u0643\u060c \u0648\u0645\u062a\u062e\u0644\u064a\u0647\u0627\u0634 \u0641\u064a wp-config.php \u0645\u062a\u0633\u062c\u0644 \u0641\u064a git. \u0641\u0636\u0644 \u0627\u0644\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0630\u0627\u062a\u064a\u0627 \u0644\u0645\u0627 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0627\u0632\u0645 \u062a\u0644\u0645\u0633 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0645\u0644\u0627\u0621 \u062e\u0627\u0635\u0629.<\/li>\n\n<li><strong>\u0636\u0628\u0637 \u0627\u0644\u062a\u0643\u0644\u0641\u0629:<\/strong> \u0633\u062c\u0644 \u0645\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0645\u0639\u0631\u0641\u0627\u062a \u062a\u0646\u0641\u064a\u0630 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u062c\u0646\u0628 \u0643\u0644 \u062a\u063a\u064a\u064a\u0631 \u0641\u064a \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0639\u0634\u0627\u0646 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u062a\u0631\u0628\u0637 \u0635\u0631\u0641 Studio \u0628\u0634\u063a\u0644 \u0627\u0644\u0645\u0648\u0642\u0639.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0648 \u0645\u062d\u062a\u0627\u062c \u0627\u0644\u0631\u0628\u0637 \u062f\u0647 \u064a\u062a\u0635\u0645\u0645 \u0644\u0645\u0643\u062f\u0633 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629\u060c \u0641\u0631\u064a\u0642 <a href=\"\/ar\/wordpress-development\/\">\u062a\u0637\u0648\u064a\u0631 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633<\/a> \u064a\u0642\u062f\u0631 \u064a\u0633\u0627\u0639\u062f\u060c \u0623\u0648 \u0627\u062d\u062c\u0632 <a href=\"\/ar\/free-consultation\/\">\u0627\u0633\u062a\u0634\u0627\u0631\u0629 \u0645\u062c\u0627\u0646\u064a\u0629<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0644\u064a Mistral \u0644\u0633\u0647 \u0645\u0627 \u0646\u0634\u0631\u062a\u0634\u0647<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0639\u062f \u0645\u0631\u0627\u062c\u0639\u0629 \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0648\u0648\u062b\u0627\u0626\u0642 Studio \u0648MCP \u0648Observability \u0648Deployments \u0648Triggers \u0648Apps \u0648mistral.ai\/pricing \u0648\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0648\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0640 API\u060c \u0627\u0644\u0646\u0642\u0627\u0637 \u062f\u064a \u0644\u0633\u0647 \u0645\u0634 \u0645\u0646\u0634\u0648\u0631\u0629 \u0623\u0648 \u0646\u0627\u0642\u0635\u0629 \u0643\u062d\u0642\u0627\u0626\u0642 \u0643\u062a\u0627\u0644\u0648\u062c \u0639\u0627\u0645\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0633\u0639\u0631 \u0639\u0627\u0645 \u062b\u0627\u0628\u062a \u0644\u0643\u0644 \u062a\u0646\u0641\u064a\u0630 \u0644\u0640 Managed Agents \u0623\u0648 Workflows \u0645\u0646\u0641\u0635\u0644 \u0639\u0646 \u0631\u0645\u0648\u0632 \u0627\u0644\u0640 API \u0648\u0627\u0633\u062a\u062d\u0642\u0627\u0642\u0627\u062a \u0627\u0644\u062e\u0637\u0629.<\/li>\n\n<li>\u062a\u0633\u0639\u064a\u0631 Observability \u0628\u0639\u062f \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 (\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0642\u0648\u0644 \u0645\u0645\u0643\u0646 \u064a\u062a\u063a\u064a\u0631 \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0641\u0631 \u0627\u0644\u0639\u0627\u0645\u061b \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0645\u0634\u0645\u0648\u0644 \u0641\u064a Enterprise).<\/li>\n\n<li>\u062a\u0641\u0633\u064a\u0631 \u0639\u0627\u0645 \u0648\u0627\u0636\u062d \u0644\u0631\u0642\u0645 &#8220;50 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627 Users&#8221; \u0639\u0644\u0649 \u0635\u0641\u062d\u0629 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0645\u0642\u0627\u0628\u0644 \u0623\u0639\u0645\u062f\u0629 Free \u0648Pro \u0648Team \u0648Enterprise.<\/li>\n\n<li>\u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644 \u0631\u0642\u0645\u064a\u0629 \u0644\u0641\u0626\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0634\u0628\u064a\u0647\u0629 \u0628\u062c\u062f\u0648\u0644 RPM \u0639\u0627\u0645 (\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627\u062a \u0632\u0645\u0646 \u0627\u0644\u062c\u0644\u0633\u0629 \u0645\u0646\u0634\u0648\u0631\u0629\u061b \u0648\u062d\u062f\u0648\u062f \u0623\u0633\u0644\u0648\u0628 RPM \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629).<\/li>\n\n<li>\u0645\u0633\u0627\u0631 \u0646\u0634\u0631 \u0630\u0627\u062a\u064a \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (\u063a\u064a\u0631 \u0645\u062a\u0627\u062d \u0635\u0631\u0627\u062d\u0629).<\/li>\n\n<li>\u0642\u064a\u0627\u0633 \u0645\u0633\u062a\u0642\u0644 \u0645\u0646 \u0637\u0631\u0641 \u062b\u0627\u0644\u062b \u0644\u0627\u062f\u0639\u0627\u0621\u0627\u062a &#8220;\u0645\u0626\u0627\u062a \u0627\u0644\u0633\u0627\u0639\u0627\u062a&#8221; \u0648&#8221;35 \u0633\u0627\u0639\u0629 \u0623\u0633\u0628\u0648\u0639\u064a\u0627&#8221; \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0631\u0623\u064a\u0646\u0627<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Studio \u0647\u0648 \u0627\u0644\u0646\u0635\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a \u0645\u0646 \u0642\u0635\u0629 Le Chonk: \u0648\u0643\u0644\u0627\u0621 \u064a\u0642\u062f\u0631\u0648\u0627 \u064a\u0634\u062a\u063a\u0644\u0648\u0627 \u0633\u0627\u0639\u0627\u062a \u0645\u0639 \u0645\u0648\u0627\u0641\u0642\u0627\u062a\u060c \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0628\u064a\u0643\u0645\u0644 \u0628\u0639\u062f \u0627\u0644\u0627\u0646\u0647\u064a\u0627\u0631\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0645\u0635\u0627\u062f\u0642\u0629 \u0645\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0648MCP \u0644\u062a\u0633\u0644\u064a\u0645 \u0648\u0643\u064a\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0622\u062b\u0627\u0631 OTEL \u0644\u0641\u0631\u0642 Enterprise \u0627\u0644\u0644\u064a \u0644\u0627\u0632\u0645 \u062a\u0628\u064a\u0646 \u0634\u063a\u0644\u0647\u0627. \u062a\u0633\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0648\u0628\u0648\u0627\u0628\u0627\u062a Enterprise \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0642\u064a\u0648\u062f \u062d\u0642\u064a\u0642\u064a\u0629. \u0644\u0641\u0631\u0642 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0648\u0627\u0644\u0628\u064a\u0632\u0646\u0633\u060c \u0639\u0627\u0645\u0644 Studio \u0643\u0637\u0628\u0642\u0629 \u062a\u0646\u0633\u064a\u0642 \u0648\u062e\u0644\u064a \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0646\u0638\u0627\u0645 \u0627\u0644\u0633\u062c\u0644 \u0648\u0631\u0627\u0621 \u0643\u062a\u0627\u0628\u0627\u062a \u0628\u0645\u0648\u0627\u0641\u0642\u0629. \u0627\u0628\u062f\u0623 \u0628\u0633\u064a\u0631 \u0639\u0645\u0644 \u0623\u0648 \u0648\u0643\u064a\u0644 \u0648\u0627\u062d\u062f \u0644\u064a\u0647 \u0645\u062d\u0641\u0632 \u0648\u0627\u0636\u062d \u0648\u062e\u0637\u0648\u0629 \u0645\u0648\u0627\u0641\u0642\u0629 \u0628\u0634\u0631\u064a\u0629 \u0648\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0631\u0645\u0648\u0632 \u0645\u0642\u0627\u0633\u0629 \u0642\u0628\u0644 \u0645\u0627 \u062a\u0648\u0633\u0639 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0634\u0631\u0643\u0629 \u0643\u0644\u0647\u0627.<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n\n\n\n<div class=\"wp-block-wpseopress-faq-block-v2 is-layout-flow wp-block-wpseopress-faq-block-v2-is-layout-flow\">\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" id=\"faq-studio\"><summary>\u0645\u0627 \u0627\u0644\u062c\u062f\u064a\u062f \u0641\u064a Mistral Studio \u0641\u064a 5 \u0646\u0648\u0641\u0645\u0628\u0631 2026\u061f<\/summary>\n<p class=\"wp-block-paragraph\">Mistral \u0648\u0633\u0639\u062a Studio \u0628\u0648\u0643\u0644\u0627\u0621 \u0645\u062f\u0627\u0631\u064a\u0646 \u0648\u0645\u062d\u0641\u0632\u0627\u062a \u0623\u062d\u062f\u0627\u062b \u0644\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u062e\u0627\u062f\u0645 Mistral MCP \u0648\u0622\u062b\u0627\u0631 OpenTelemetry \u0645\u0639 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a\u060c \u0645\u0639 \u062e\u064a\u0627\u0631\u0627\u062a \u0623\u0648\u0636\u062d \u0644\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 Mistral \u0623\u0648 \u0633\u062d\u0627\u0628\u0629 \u062e\u0627\u0635\u0629 \u0623\u0648 VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631. \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u064a\u0631\u0628\u0637 \u0627\u0644\u0645\u0646\u0635\u0629 \u0628\u0640 Mistral Large 4 \u0627\u0644\u0645\u0644\u0642\u0628 Le Chonk \u0645\u0646 \u063a\u064a\u0631 \u0645\u0627 \u064a\u0633\u062a\u0628\u062f\u0644 \u0628\u0631\u064a\u0641 Large 4 \u0627\u0644\u0633\u0627\u0628\u0642.<\/p>\n<\/details>\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" id=\"faq-agents\"><summary>\u0647\u0644 Managed Agents \u0645\u062a\u0627\u062d\u0629 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u061f<\/summary>\n<p class=\"wp-block-paragraph\">\u0644\u0627. \u0648\u062b\u0627\u0626\u0642 Managed Agents \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0628\u062a\u0635\u0646\u0641 Managed Agents \u0648Agents SDK \u0643\u0645\u0639\u0627\u064a\u0646\u0629 \u0639\u0627\u0645\u0629. \u0627\u0644\u0640 API \u0648\u0627\u0644\u0633\u0644\u0648\u0643 \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0645\u0645\u0643\u0646 \u062a\u062a\u063a\u064a\u0631 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0645\u0645\u0643\u0646 \u062a\u062a\u0637\u0644\u0628 \u062a\u0639\u062f\u064a\u0644\u0627 \u0641\u064a \u0627\u0644\u0643\u0648\u062f. \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0628\u062a\u0646\u062a\u0647\u064a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627 \u0628\u0639\u062f 24 \u0633\u0627\u0639\u0629 \u0623\u0648 \u0628\u0639\u062f 4 \u0633\u0627\u0639\u0627\u062a \u062e\u0645\u0648\u0644\u060c \u0645\u0639 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u0648\u0627\u0641\u0642\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0633\u0627\u0639\u0629\u060c \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u062f\u064a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0631\u0641\u0639 \u062d\u064a\u062b \u062a\u0633\u0645\u062d \u0627\u0644\u0648\u062b\u0627\u0626\u0642.<\/p>\n<\/details>\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" id=\"faq-price\"><summary>\u0643\u0645 \u062a\u0643\u0644\u0641\u0629 Studio\u061f<\/summary>\n<p class=\"wp-block-paragraph\">\u0641\u064a\u0647 \u0637\u0628\u0642\u062a\u0627\u0646 \u0645\u0646\u0634\u0648\u0631\u062a\u0627\u0646. \u0631\u0645\u0648\u0632 API \u0644\u0640 Mistral Large 4 \u0628\u0633\u0639\u0631 0.7 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0625\u062f\u062e\u0627\u0644 \u06480.07 \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u062e\u0632\u0646 \u0645\u0624\u0642\u062a\u0627 \u06482.1 \u0644\u0644\u0645\u062e\u0631\u062c. \u062e\u0637\u0637 \u0627\u0644\u0645\u0646\u062a\u062c Free \u0648Pro \u0628\u0633\u0639\u0631 14.99 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627 \u0648Team \u0628\u0633\u0639\u0631 24.99 \u062f\u0648\u0644\u0627\u0631\u0627 \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645 \u0634\u0647\u0631\u064a\u0627 \u0648Enterprise \u0628\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a. \u0645\u0641\u064a\u0634 \u0633\u0639\u0631 \u0639\u0627\u0645 \u0648\u0627\u0636\u062d \u0644\u0643\u0644 \u062a\u0646\u0641\u064a\u0630 \u0644\u0640 Managed Agents \u0623\u0648 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0623\u0648 Observability \u0632\u064a\u0627\u062f\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062d\u0642\u0627\u0642\u0627\u062a \u0627\u0644\u062e\u0637\u0629 \u0648\u0627\u0644\u0631\u0645\u0648\u0632.<\/p>\n<\/details>\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" id=\"faq-obs\"><summary>\u0645\u0646 \u064a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0622\u062b\u0627\u0631 OpenTelemetry \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a\u061f<\/summary>\n<p class=\"wp-block-paragraph\">Observability \u0641\u064a \u0645\u0639\u0627\u064a\u0646\u0629 \u0639\u0627\u0645\u0629 \u0648\u0645\u0642\u0635\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0646\u0638\u0645\u0627\u062a \u0641\u0626\u0629 Enterprise. \u0645\u0641\u0639\u0644\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0627 \u0644\u062a\u0644\u0643 \u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0645\u0639 \u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0622\u062b\u0627\u0631 30 \u064a\u0648\u0645\u0627. \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u062d\u064a\u0629 \u062a\u062d\u062a \u0646\u0641\u0633 \u0628\u0648\u0627\u0628\u0629 Enterprise. \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0645\u0634\u0645\u0648\u0644 \u0641\u064a Enterprise\u060c \u0648Mistral \u0628\u062a\u0642\u0648\u0644 \u0625\u0646 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0645\u0645\u0643\u0646 \u064a\u062a\u063a\u064a\u0631 \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0641\u0631 \u0627\u0644\u0639\u0627\u0645.<\/p>\n<\/details>\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" id=\"faq-deploy\"><summary>\u0647\u0644 \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 Studio \u0641\u064a VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631\u061f<\/summary>\n<p class=\"wp-block-paragraph\">\u0646\u0639\u0645 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644: \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0648\u0635\u0641 \u062a\u0634\u063a\u064a\u0644\u0627 \u0645\u062d\u0644\u064a\u0627 \u0648\u0639\u0645\u0627\u0644\u0627 \u0645\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0630\u0627\u062a\u064a\u0627 \u0639\u0644\u0649 \u0628\u0646\u064a\u062a\u0643 \u0623\u0648 \u0633\u062d\u0627\u0628\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0627 \u0645\u062f\u0627\u0631\u0627 \u0645\u0646 Mistral. \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0643\u0645\u0627\u0646 \u0628\u064a\u0637\u0631\u062d \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0635\u0629 \u0641\u064a \u0633\u062d\u0627\u0628\u062a\u0643 \u0623\u0648 VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631 \u0636\u0645\u0646 \u0634\u0631\u0648\u0637 Enterprise. \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629: \u0628\u062a\u0646\u062a\u0634\u0631 \u0639\u0644\u0649 Mistral Cloud \u0648\u0645\u0641\u064a\u0634 \u0645\u0633\u0627\u0631 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0644\u0647\u0627.<\/p>\n<\/details>\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\" id=\"faq-wp\"><summary>\u0643\u064a\u0641 \u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0648\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 Studio\u061f<\/summary>\n<p class=\"wp-block-paragraph\">\u062e\u0644\u064a \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0646\u0638\u0627\u0645 \u0627\u0644\u0633\u062c\u0644. \u0634\u063a\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0623\u0648 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a Studio\u060c \u0648\u0628\u0639\u062f\u064a\u0646 \u0627\u0643\u062a\u0628 \u0645\u0631\u0629 \u062a\u0627\u0646\u064a\u0629 \u0639\u0628\u0631 WordPress REST API \u0623\u0648 webhooks \u0648\u0648\u0643\u0648\u0645\u0631\u0633 \u0623\u0648 \u0648\u0633\u064a\u0637 \u0635\u063a\u064a\u0631 \u0628\u0639\u062f \u0645\u0648\u0627\u0641\u0642\u0629 \u0628\u0634\u0631\u064a\u0629. \u062e\u0632\u0646 \u0645\u0641\u0627\u062a\u064a\u062d \u0627\u0644\u0640 API \u0641\u064a Secrets Manager \u0628\u062a\u0627\u0639 Studio \u0623\u0648 \u0641\u064a \u062e\u0632\u0646\u0629\u060c \u0645\u0634 \u0641\u064a wp-config.php \u0645\u062a\u0633\u062c\u0644\u060c \u0648\u0633\u062c\u0644 \u0645\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u062c\u0646\u0628 \u0643\u0644 \u062a\u063a\u064a\u064a\u0631 \u0645\u062d\u062a\u0648\u0649.<\/p>\n<\/details>\n<\/div>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"url\":\"https:\/\/heshamsaad.com\/ar\/mistral-studio-agents\/\",\"@id\":\"https:\/\/heshamsaad.com\/ar\/mistral-studio-agents\/\",\"mainEntity\":[{\"@type\":\"Question\",\"url\":\"https:\/\/heshamsaad.com\/ar\/mistral-studio-agents\/#faq-studio\",\"name\":\"\u0645\u0627 \u0627\u0644\u062c\u062f\u064a\u062f \u0641\u064a Mistral Studio \u0641\u064a 5 \u0646\u0648\u0641\u0645\u0628\u0631 2026\u061f\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u003Cp\\u003EMistral \u0648\u0633\u0639\u062a Studio \u0628\u0648\u0643\u0644\u0627\u0621 \u0645\u062f\u0627\u0631\u064a\u0646 \u0648\u0645\u062d\u0641\u0632\u0627\u062a \u0623\u062d\u062f\u0627\u062b \u0644\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a 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\u0627\u0644\u0639\u0627\u0645.\\u003C\/p\\u003E\"}},{\"@type\":\"Question\",\"url\":\"https:\/\/heshamsaad.com\/ar\/mistral-studio-agents\/#faq-deploy\",\"name\":\"\u0647\u0644 \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 Studio \u0641\u064a VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631\u061f\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\\u003Cp\\u003E\u0646\u0639\u0645 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644: \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0628\u062a\u0648\u0635\u0641 \u062a\u0634\u063a\u064a\u0644\u0627 \u0645\u062d\u0644\u064a\u0627 \u0648\u0639\u0645\u0627\u0644\u0627 \u0645\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0630\u0627\u062a\u064a\u0627 \u0639\u0644\u0649 \u0628\u0646\u064a\u062a\u0643 \u0623\u0648 \u0633\u062d\u0627\u0628\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0627 \u0645\u062f\u0627\u0631\u0627 \u0645\u0646 Mistral. \u0645\u0642\u0627\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0643\u0645\u0627\u0646 \u0628\u064a\u0637\u0631\u062d \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0635\u0629 \u0641\u064a \u0633\u062d\u0627\u0628\u062a\u0643 \u0623\u0648 VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631 \u0636\u0645\u0646 \u0634\u0631\u0648\u0637 Enterprise. \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629: \u0628\u062a\u0646\u062a\u0634\u0631 \u0639\u0644\u0649 Mistral Cloud \u0648\u0645\u0641\u064a\u0634 \u0645\u0633\u0627\u0631 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0644\u0647\u0627.\\u003C\/p\\u003E\"}},{\"@type\":\"Question\",\"url\":\"https:\/\/heshamsaad.com\/ar\/mistral-studio-agents\/#faq-wp\",\"name\":\"\u0643\u064a\u0641 \u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0648\u0642\u0639 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\u0641\u064a wp-config.php \u0645\u062a\u0633\u062c\u0644\u060c \u0648\u0633\u062c\u0644 \u0645\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u062c\u0646\u0628 \u0643\u0644 \u062a\u063a\u064a\u064a\u0631 \u0645\u062d\u062a\u0648\u0649.\\u003C\/p\\u003E\"}}]}<\/script>\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mistral.ai\/news\/build-with-studio\/\" rel=\"noopener\" target=\"_blank\">Mistral: Build with Studio<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/concepts\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0645\u0641\u0627\u0647\u064a\u0645 Studio<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/choose-what-to-build\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0627 \u062a\u0628\u0646\u064a\u0647<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/agents\/overview\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: Managed Agents<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/agents\/learn\/where-it-runs\/run-modes\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0623\u0648\u0636\u0627\u0639 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0643\u064a\u0644<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/workflows\/getting-started\/overview\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 Workflows<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/workflows\/building-workflows\/triggers-and-webhooks\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0627\u0644\u0645\u062d\u0641\u0632\u0627\u062a \u0648webhooks<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/apps\/overview\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 Apps<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/deployments\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0627\u0644\u0646\u0634\u0631<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/resources\/mcp\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u062e\u0627\u062f\u0645 MCP<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/observability\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: Observability<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/studio\/observability\/traces\/send-traces\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0622\u062b\u0627\u0631<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/inference\/pricing\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0640 API<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/models\/mistral-large-4\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: Mistral Large 4<\/a><\/li>\n\n<li><a href=\"https:\/\/mistral.ai\/pricing\/\" rel=\"noopener\" target=\"_blank\">Mistral: \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/deployment\/laplateforme\/pricing\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0646\u0635\u0629<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.mistral.ai\/deployment\/self-deployment\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Mistral: \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0644\u0644\u0646\u0645\u0627\u0630\u062c<\/a><\/li>\n\n<li><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 OpenAI: Agents<\/a><\/li>\n\n<li><a href=\"https:\/\/openai.com\/index\/introducing-agentkit\/\" rel=\"noopener\" target=\"_blank\">OpenAI: Introducing AgentKit<\/a><\/li>\n\n<li><a href=\"https:\/\/code.claude.com\/docs\/en\/agent-sdk\/overview\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Claude Code: Agent SDK<\/a><\/li>\n\n<li><a href=\"https:\/\/platform.claude.com\/docs\/en\/agents-and-tools\/tool-use\/overview\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Anthropic: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/a><\/li>\n\n<li><a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/overview\" rel=\"noopener\" target=\"_blank\">\u0648\u062b\u0627\u0626\u0642 Google Cloud: Gemini Enterprise Agent Platform<\/a><\/li>\n\n<li><a href=\"https:\/\/cloud.google.com\/products\/gemini-enterprise-agent-platform\" rel=\"noopener\" target=\"_blank\">Google Cloud: \u0635\u0641\u062d\u0629 \u0645\u0646\u062a\u062c Agent Platform<\/a><\/li>\n\n<li><a href=\"https:\/\/learn.microsoft.com\/en-us\/microsoft-copilot-studio\/fundamentals-what-is-copilot-studio\" rel=\"noopener\" target=\"_blank\">Microsoft Learn: \u0645\u0627 \u0647\u0648 Copilot Studio<\/a><\/li>\n\n<li><a href=\"https:\/\/heshamsaad.com\/ar\/mistral-large-4\/\" rel=\"noopener\" target=\"_blank\">\u0647\u0634\u0627\u0645 \u0633\u0639\u062f: Mistral Large 4 (\u0639\u0631\u0628\u064a)<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0648\u0633\u0639\u062a Mistral \u0645\u0646\u0635\u0629 Studio \u0641\u064a 5 \u0646\u0648\u0641\u0645\u0628\u0631 2026 \u0628\u0648\u0643\u0644\u0627\u0621 \u0645\u062f\u0627\u0631\u064a\u0646 \u0648\u0645\u062d\u0641\u0632\u0627\u062a \u0623\u062d\u062f\u0627\u062b \u0644\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u062e\u0627\u062f\u0645 Mistral MCP \u0648\u0622\u062b\u0627\u0631 OpenTelemetry \u0645\u0639 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a\u060c \u0645\u0639 \u0646\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0623\u0648 VPC \u0623\u0648 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0642\u0631. \u0627\u0644\u062d\u062f\u0648\u062f \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0648\u0646 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0645\u0646 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0631\u0633\u0645\u064a\u0629.<\/p>\n","protected":false},"author":1611,"featured_media":14511,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"iawp_total_views":0,"footnotes":""},"categories":[570],"tags":[609],"class_list":["post-14507","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news","tag-609"],"acf":[],"_links":{"self":[{"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/posts\/14507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/users\/1611"}],"replies":[{"embeddable":true,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/comments?post=14507"}],"version-history":[{"count":1,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/posts\/14507\/revisions"}],"predecessor-version":[{"id":14508,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/posts\/14507\/revisions\/14508"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/media\/14511"}],"wp:attachment":[{"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/media?parent=14507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/categories?post=14507"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/heshamsaad.com\/ar\/wp-json\/wp\/v2\/tags?post=14507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}