Lyman Zhao

Constraint Preservation and Multi-Stage Refinement: An Agent Optimization Framework for Literary Writing

The bottleneck of Large Language Models in creative writing lies not in generation, but in goal-directed optimization — improving literary quality while adhering to formal constraints. We propose the first agent optimization framework to explicitly separate hard constraints (form...

Constraint Preservation and Multi-Stage Refinement: An Agent Optimization Framework for Literary Writing

The bottleneck of Large Language Models in creative writing lies not in generation, but in goal-directed optimization — improving literary quality while adhering to formal constraints. We propose the first agent optimization framework to explicitly separate hard constraints (form...