After LLM returns scene IR, validate that critical fields (contentType, responsePath, workflowArchetype) are present. If missing, send one follow-up prompt to fill gaps. Merges repaired fields without overwriting valid data from the first extraction. 🤖 Generated with [Qoder][https://qoder.com]