English Summary: optimize_anything is a declarative API that extends GEPA's LLM optimization capabilities beyond prompts to any text-representable artifact (code, configurations, agent architectures, etc.). It unifies three optimization modes (single-task, multi-task, generalization) under one interface, using Actionable Side Information (ASI) and Pareto-efficient search to outperform domain-specific tools across diverse tasks.
中文摘要翻译:optimize_anything是一个声明式API,将GEPA的LLM优化能力从提示词扩展到任何可表示为文本的工件(代码、配置、智能体架构等)。它在一个接口下统一了三种优化模式(单任务、多任务、泛化),利用可操作侧信息(ASI)和帕累托高效搜索,在多样化任务中超越特定领域工具。`optimize_anything` 是一个声明式 API,可将任何文本产物(如代码、配置)的优化问题转化为对 LLM 的搜索。它基于 GEPA 技术,在多个领域(如智能体、云调度)表现优异,用户只需定义优化目标和评估方式。
原文翻译:
`optimize_anything` is a declarative API that transforms the optimization of any text artifact (e.g., code, configurations) into an LLM-based search problem. Built on GEPA technology, it excels across various domains (like agents, cloud scheduling). Users simply define the optimization goal and evaluation metric.