> ## Documentation Index
> Fetch the complete documentation index at: https://docs.nexalayer.net/llms.txt
> Use this file to discover all available pages before exploring further.

# Natural-Language Agent

> NexaLayer natural-language routes are a controlled operation surface, not an open-ended chatbot.

# Natural-Language Agent

The NexaLayer NL Agent is a controlled natural-language operation surface. It parses user input into limited intents, maps them to capabilities, and calls explicit APIs.

## Principles

* execute supported resource operations only
* require confirmation for sensitive actions
* map Intent to Capability before calling an API
* preserve result context for follow-ups like “pick the second one”
* prefer entity-aware routing so an IP-specific question does not become a broad list query

## Flow

```text theme={null}
User input
  -> Intent parsing
  -> Capability mapping
  -> Slot extraction and confirmation
  -> Executor calls API
  -> Formatter returns a natural-language result
```

## Example

```text theme={null}
User: What dynamic products are available in the US?
System: Returns a product list and stores it as lastResult.

User: Pick two with the most inventory.
System: Ranks the previous result and recommends two products.

User: Open the first one.
System: Asks for confirmation, then creates a session.
```

Use NL Agent for console workflows and assisted operations. For production scripts, call the REST API directly.