Definition
The transition of RAG architectures and AI Agents from local environments to scalable cloud infrastructure, utilizing managed GPU clusters, serverless orchestration, and distributed vector stores to ensure high availability and elastic compute for LLM inference.
Distinguishes production-grade SaaS/IaaS hosting from local execution or edge-based model deployment.
"A Modular Skyscraper: Adding or removing entire floors (compute/storage) instantly based on how many tenants (users) enter the building."
- Cold Start(Performance Trade-off)
- VPC (Virtual Private Cloud)(Security Prerequisite)
- Auto-scaling(Operational Component)
- Inference Latency(Primary Metric)
Conceptual Overview
The transition of RAG architectures and AI Agents from local environments to scalable cloud infrastructure, utilizing managed GPU clusters, serverless orchestration, and distributed vector stores to ensure high availability and elastic compute for LLM inference.
Disambiguation
Distinguishes production-grade SaaS/IaaS hosting from local execution or edge-based model deployment.
Visual Analog
A Modular Skyscraper: Adding or removing entire floors (compute/storage) instantly based on how many tenants (users) enter the building.