LLM and Tool Programs

Use these recipes for LM calls, schemas, static context, and tool-use programs.

• Optimize Prompts with pullback Feedback
• Configure LiteLLM Routing
• Use Schema Patterns
  • Route with Enum
  • Use Nested Arguments
  • Build Schema Variants
  • Represent Optional-Like Fields
  • Send Field Feedback
• Rank Tool Candidates with Path Weights
  • Define Candidates and Priors
  • Score One Tool
  • Score Every Tool
  • Normalize the Scores
  • Act or Ask
• Specialize a Program with Static Context
  • Trace-Time and Runtime
  • Build the Program
  • Trace with Static Context
  • Changing Static Context Requires Retracing
  • Compile a Rewriter for One Domain
• Build a Tool-Use Agent
  • Build the Agent
  • Transform the Agent
  • Sync Rules