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The paper introduces RIPPLE, a method for persistent prompt-policy editing in workflow synthesis that addresses edit locality and composition sensitivity, improving validation success by up to 23.1% on a synthetic benchmark.
ExecuGraph is a multi-agent framework for backend code synthesis that leverages execution-based validation and six specialized agents to improve reliability, showing gains particularly with more capable models like DeepSeek-Coder-V2-Lite.