- Replace Set nodes with Code nodes for JavaScript-based data transformation
- Code node in Extract: maps data array to individual items for iteration
- Code node in Parse: handles JSON parsing with error fallback
- Replace If node with Switch node for more reliable conditional logic
- Remove Split Results node entirely - handled in Code nodes
- Proper error handling for malformed LLM responses
- Should resolve all undefined/toLowerCase errors
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