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This work identifies structured design specifications as a practical control point for exploring alternative UI concepts while keeping downstream generation settings fixed through an inference architecture that makes design direction an explicit intermediate decision.
LLMs struggle to generate correct COBOL code, but a simple compilation-guided repair loop can boost success rates by over 50%.
GPT-4o can't even compile COBOL, but COBOL-Coder, a new domain-adapted LLM, achieves a 74% compilation success rate, finally bringing modern AI to legacy mainframe systems.