Agentic AI Architecture for Multi-Agent Orchestration

A practical reference architecture for agentic AI systems with AI agents, workflow orchestration, secure connectors, and observability.

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How UmamiAI works?

Understanding how our AI agent system processes your requests and delivers intelligent results

graph TB User[👤 User] subgraph "AI Agent System" LLM[🧠 Large Language Model<br/>Core Processing Engine] subgraph "Input Layer" Tools[🔧 Tools<br/>• APIs<br/>• Functions<br/>• External Services] Prompts[📝 Prompts<br/>• System Instructions<br/>• Context Templates<br/>• Task Specifications] end subgraph "Knowledge Layer" Memory[💾 Memory<br/>• Conversation History<br/>• User Preferences<br/>• Dynamic Context] KB[📚 Knowledge Base<br/>• Domain Expertise<br/>• Static Information<br/>• Reference Data] Data[📊 Data<br/>• Training Data<br/>• Real-time Inputs<br/>• External Sources] end subgraph "Processing Flow" RequestProcessor[⚙️ Request Processor] ResponseGenerator[📤 Response Generator] end end User -->|Sends Request| RequestProcessor ResponseGenerator -->|Returns Results| User RequestProcessor --> LLM LLM --> ResponseGenerator Tools --> LLM Prompts --> LLM Memory --> LLM KB --> LLM Data --> LLM LLM -.->|Executes| Tools Tools -.->|Results| LLM LLM -.->|Updates| Memory classDef user fill:#1C272C,stroke:#01579b,stroke-width:3px classDef llm fill:#1C272C,stroke:#4a148c,stroke-width:4px classDef input fill:#1C272C,stroke:#1b5e20,stroke-width:2px classDef knowledge fill:#1C272C,stroke:#e65100,stroke-width:2px classDef processing fill:#1C272C,stroke:#880e4f,stroke-width:2px class User user class LLM llm class Tools,Prompts input class Memory,KB,Data knowledge class RequestProcessor,ResponseGenerator processing
👤

User Interaction

You send natural language requests that our system processes intelligently.

🧠

Core AI Engine

Advanced language models understand context and generate appropriate responses.

🔧

Tool Integration

Connected to your business tools, APIs, and external services for real action.

📚

Knowledge Base

Domain-specific expertise and your business data inform every decision.

💾

Memory System

Learns from interactions to provide personalized, context-aware responses.

📊

Data Processing

Real-time data integration ensures decisions are based on current information.

Need something specific?

Tell us your industry, current tools, and the workflows you want to automate — we’ll propose a secure, phased rollout (pilot → production).

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