AI Factory in Hybrid Manager

The AI Factory workload in Hybrid Manager brings scalable AI, machine learning, and Gen AI capabilities to your Hybrid Manager platform. It enables you to operationalize AI across your Hybrid Manager-managed clusters and data — with deep integration across Postgres, vector search, model serving, and AI assistants.

With AI Factory in Hybrid Manager, you can:

• Deploy Gen AI assistants and agents for internal or external-facing use

• Serve AI models at scale with integrated KServe-powered inferencing and GPU acceleration

• Create Knowledge Bases and perform Retrieval-Augmented Generation (RAG) with vector search

• Manage your model library and deploy trusted models under Hybrid Manager governance

• Integrate AI features directly into your applications and data pipelines

For in-depth architecture and core concepts, see the AI Factory Hub .

Learning Paths

Follow structured learning paths to master AI Factory in Hybrid Manager:

• AI Factory 101 (Hybrid Manager) — Introductory concepts and usage

• AI Factory 201 (Hybrid Manager) — Building and managing Gen AI and AI Factory workloads

• AI Factory 301 (Hybrid Manager) — Advanced integration, scaling, governance, and optimization

AI Factory in Hybrid Manager Workloads

Hybrid Manager supports a full set of AI Factory capabilities, tightly integrated into its control plane:

Gen AI Workloads

• Gen AI Overview in Hybrid Manager — Gen AI capabilities in Hybrid Manager

• Agent Studio in Hybrid Manager — Create and manage assistants, tools, structures, and rulesets

• Gen AI Builder in Hybrid Manager — Manage Knowledge Bases and Data Lakes

Model Management and Serving

• Image and Model Library Explained — Manage and govern your model assets

• GPUs in Model Serving — Deploy and scale model inference services on Kubernetes

• GPU Resource Management — Configure and allocate GPU capacity for serving

Vector Engine

• Vector Engine — Integrated vector search and similarity capabilities with Postgres

Get Started

To begin building with AI Factory in Hybrid Manager:

• Follow the AI Factory Learning Paths (Hybrid Manager)

• Explore Typical use cases and industry solutions

• Read Hybrid Manager-specific AI Factory How-To Guides (Hybrid Manager)

• Deploy your first Gen AI assistant or model using Agent Studio in Hybrid Manager or GPUs in Model Serving

AI Factory in Hybrid Manager gives you a scalable, secure platform to operationalize AI across your hybrid data estate. Start building today.

• Enabling AI Factory
  • Generate a Fernet Key (optional)
  • Create an S3 Bucket
  • CORS settings for S3 Bucket
  • Connect the bucket to GenAI Builder
• Gen AI in Hybrid Manager
  • Core components
    • Agent Studio
    • Gen AI Builder
  • Hybrid Manager-specific considerations
    • Agent Studio in Hybrid Manager
    • Gen AI Builder in Hybrid Manager
• Learn AI Factory in Hybrid Manager
  • Learn with AI Factory
  • AI Factory How-To Guides (Hybrid Manager)
  • Learning Paths
    • AI Factory in Hybrid Manager
    • AI Factory How-To Guides (Hybrid Manager)
    • AI Factory Learning Paths (Hybrid Manager)
• Model capabilities in Hybrid Manager
  • Where to learn more
    • GPUs in Model Serving
    • Asset Library in Hybrid Manager
    • Model Serving in Hybrid Manager