ReCreate automatically creates and adapts domain LLM agents by turning past interaction experiences into scaffold edits via reasoning and hierarchical abstraction.
For agentic set- tings with long and dynamic traces, SCOPE (Pei et al., 2025) treats prompt evolution as an online 14 optimization problem and updates prompts from execution traces
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ReCreate: Reasoning and Creating Domain Agents Driven by Experience
ReCreate automatically creates and adapts domain LLM agents by turning past interaction experiences into scaffold edits via reasoning and hierarchical abstraction.