Incremental audio production with duration mismatch handling, adaptive stem extension, and pre-mix alignment verification
Audio production with diagnostic analysis, timecode parsing from documents, and verified export workflow
Incremental audio production with duration alignment handling, per-stem verification, and adaptive extension strategies
Step-by-step audio production with per-stem verification, timing alignment, and incremental quality gates
End-to-end audio production workflow with stems, effects, archiving, and verification
Handle cascading data retrieval tool failures by falling back to embedded knowledge generation
Fallback workflow for reliable code execution when sandbox fails repeatedly
Fallback pattern for executing Python code when execute_code_sandbox fails