Skip to main content

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.

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