Debug-Fix Loop

Iterative debug-fix loop composing: trace, debug, fix, check, validate. Each iteration identifies a model issue, diagnoses the root cause, applies a targeted fix, and verifies the repair until all issues are resolved.

CLI Equivalent

N/A (composes apr trace + apr debug + apr check + apr validate)

Key Concepts

  • Iterative diagnosis and repair loop
  • Root cause detection from layer-level traces
  • Fix verification via check and validate stages

Run

cargo run --example debug_fix_loop

Source

examples/advanced/debug_fix_loop/main.rs