Orchestration

System Integration & Workflow — the core engine that combines individual technologies into intelligent workflows.

Role of this domain

Orchestration is the core engine of the five-domain framework. It connects the compute and models that infrastructure provides into workflows that solve real business problems.

    flowchart TD
    A["🏗 Infrastructure<br/>Models & Data"] --> B["⚙️ Orchestration<br/>Core Engine"]
    C["🛡 Governance<br/>Control & Audit"] --> B
    B --> D["🤝 Interface<br/>User touchpoint"]
    B --> E["📊 Business Impact<br/>Value realization"]

    style B fill:#7C3AED,stroke:#6D28D9,color:#fff
    style A fill:#2563EB,stroke:#1D4ED8,color:#fff
    style C fill:#0891B2,stroke:#0E7490,color:#fff
    style D fill:#16A34A,stroke:#15803D,color:#fff
    style E fill:#EA580C,stroke:#C2410C,color:#fff

Core components

Component	Description
Prompt & context design	Advanced prompting and RAG-based knowledge connection
RAG 2.0	Verification-focused RAG — GraphRAG, Agentic RAG, CRAG
Agent interfaces	Integrating external tools (APIs), multi-agent collaboration
State management	Maintaining continuity of reasoning across agents
Workflow automation	AI executing complex business logic step by step

Core strategy: the agentic environment

The ability to build an agentic environment — controlling systems with natural language, as in “vibe coding” — is where this domain is won or lost.

Health check questions

“Is our orchestration layer mature enough for agents to collaborate with each other?”

Does the RAG pipeline’s retrieval accuracy (Recall@K) meet its target?
Do agents remember the results of prior steps and move logically to the next one?
Does the agent workflow fall back gracefully when an external API fails?
Can complex business logic be executed from natural-language instructions alone?

Prompt & Context Design