KV cache checkpointing helps agentic sessions primarily by **reducing latency, saving computational resources, and enabling efficient state management** in long-running, multi-step AI workflows.

Here’s a detailed breakdown of why it is critical for agents:

### 1. What is the KV Cache?
In transformer-based