Building Scalable Agentic AI Platforms: A Technical Deep Dive - Part 2

An in-depth exploration of architectural patterns and best practices for building enterprise-grade AI platforms that scale.

Before diving into Part 2, make sure to read Part 1 where we covered the fundamentals.

Module 1: Model Management using LLM Gateway

There are several models that are useful for specific purposes. Even though there are general-purpose models, we need to choose the best-performing model for our task. Deploying those models in various cloud providers and applying the security principles, tracing, cost controlling them is a Challenge.

LLM Gateway Architecture Before

After the gateway,

LLM Gateway Architecture After

Key features:

  1. Routing to right Model
  2. Central logging for Compliance checks
  3. Metrics collection for cost and usage