Recipes

These are task-shaped examples that build on Getting Started.

• Core Program Patterns
  • Vectorize Inputs with in_axes
  • Use Object-Oriented Modules
  • Run an LM Pipeline Concurrently
  • Use Control Flow Inside a Traced Function
• LLM and Tool Programs
  • Optimize Prompts with pullback Feedback
  • Configure LiteLLM Routing
  • Use Schema Patterns
  • Rank Tool Candidates with Path Weights
  • Specialize a Program with Static Context
  • Build a Tool-Use Agent
• Execution Policies
  • Debug Intermediate Values
  • Add Human Feedback with Walk
  • Cache Repeated Computations with memoize
  • Eliminate Dead Computations with dce
• Extending AutoForm
  • Define a custom Rule
  • Write a Primitive
  • Define a Custom Interpreter
  • Build an Array Extension