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      "dateModified": "2026-07-25"
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      "name": "AI Agent Architecture for Business",
      "description": "A practical 10-lesson course: from the difference between an agent and a chatbot and a first Telegram agent to RAG, multi-agent systems, business integrations, and production deployment.",
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        "How an agent differs from a chatbot — and your first launch in 60 minutes",
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        "An agent that not only answers, but acts",
        "A multi-agent system in n8n",
        "Visual assembly of an agent team",
        "A support agent with human escalation",
        "A sales agent and lead qualification",
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          "name": "Do I need programming skills?",
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            "@type": "Answer",
            "text": "No. Deep knowledge of programming languages is not an entry requirement. You need to describe a process, outcome, constraints, and quality criteria. Codex, Cursor, and other AI tools help turn that architecture into code."
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          "name": "Which business problems are suitable for AI agents?",
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          "name": "Does the course replace a developer or architect?",
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            "text": "No. The school teaches architectural decision-making and how to manage implementation with AI tools. Complex integrations, high-load systems, and critical infrastructure still require specialized engineers and security professionals."
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          "@type": "Question",
          "name": "What is included in AI agent architecture?",
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            "text": "The business goal, agent roles, data, memory, tools, permissions, constraints, human control points, logging, and outcome metrics."
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          "name": "How does an AI agent differ from a chatbot?",
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            "text": "A chatbot usually answers an individual message. An agent receives a goal, maintains state, selects approved tools, and performs actions within defined boundaries."
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          "name": "Why does an agent need human control?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Human control is required for risky, irreversible, or ambiguous actions. The architecture defines where the agent must stop and request approval."
          }
        },
        {
          "@type": "Question",
          "name": "Is the course tied to specific tools?",
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            "@type": "Answer",
            "text": "No. Codex, Cursor, n8n, LangFlow, and CrewAI are practical implementation tools. The core skill is system design, so tools can be replaced."
          }
        },
        {
          "@type": "Question",
          "name": "How do you measure an agent's business value?",
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            "@type": "Answer",
            "text": "Define measurable indicators before launch: process time, operation cost, accuracy, escalation rate, error count, or generated revenue. Compare the pilot with the original process."
          }
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}