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

# Examples

> Canonical .voss examples for classification, support routing, and research agents.

The language layer has three canonical example families.

## Confidence-gated classification

Demonstrates:

* `probable<T>`
* Confidence gates
* `ctx`

The workflow classifies a message, then returns the label only when confidence clears the gate.

## Semantic support routing

Demonstrates:

* `match similar`
* `within budget`
* Fallback control flow
* Context budgeting

The workflow routes customer messages by meaning and falls back when budget limits are exceeded.

## Parallel research

Demonstrates:

* `agent`
* `spawn`
* `gather`
* `@tool`
* `memory`
* Budget fallback

The workflow launches one researcher per topic, gathers findings, and degrades to a simpler summary if needed.

## Success criterion

For the language layer, the examples should pass `voss check`, compile to readable Python, and run with hermetic defaults where possible.

<Warning>
  Do not use these examples to imply Voss is a Python replacement. They exist to validate AI workflow control.
</Warning>