Architecture
NPO Studio is a core component of the SK NPO platform, designed to facilitate the creation, management, and deployment of AI agents and models. It sits between NPO Service (AI Ops/Workspace) and the underlying NPO Core infrastructure, providing tools and environments to build and manage AI-driven business solutions.

Four Key Elements
1. AIOps, AI Workspace (NPO Service)
The top-level service layer providing an AI-powered work processing environment.
- AI Workspace (ChatOps): Natural language-based business processing through chat.
- Connects three core components: Agents, System Tools, and Knowledge.
- Supports Service AI integrations for end-to-end business workflows.
2. NPO Studio (Agent/MCP Builder)
The builder layer for creating agents and integration tools.
- Agent Builder: Design and configure AI agents with visual tools.
- Agent Catalog: Browse and discover registered agents.
- MCP Builder (API-based): Create MCP Server profiles to connect agents with backend APIs.
- MCP Registry: Manage and discover MCP server registrations.
- RAGaaS: Retrieval-Augmented Generation as a Service for knowledge (vector) management.
- External Agent/MCP: Connect third-party agents and MCP servers.
3. Model Manager
Management and serving layer for language models.
- Supports Open LLM, Pre-trained, and Model Serving workflows.
- Playground for model testing.
- Targets small/medium-sized models for 100 to 1,000 users (e.g., LLama 3.1 8B, Mistral 7B, Stable Diffusion, Whisper Large, YOLOv8m).
4. GPUaaS
GPU resource management layer.
- GPU Pool and L/C Management (Lifecycle Management).
- GPU profile and pool management and scheduling.
- GPU allocation, monitoring, and billing.
NPO Core (Infrastructure)
The foundation layer providing core platform services:
| Component | Capabilities |
|---|---|
| AI DevSecOps (AMDP) | Build/Deployment Dashboard, CI/CD Pipeline (Template, Configuration) |
| API Management (APIM) | API Security (WAF), API Gateway & API Management |
| Database (ZDB) | DB Provisioning (6 types), DB Lifecycle Management |
| Container Platform (ZCP) | Multi-Cluster Management, Kubernetes Engine |
The entire platform runs on underlying compute and cloud infrastructure (bare-metal servers and cloud environments).