Verified75% confidenceFactExact time
DSPy内置的优化器包括BootstrapFewShot和MIPROv2，可自动搜索最优的few-shot示例组合和指令措辞
5
Sources
75%
Confidence
Long-term
Relevance
5/25/2026
First Seen
Sources
Hermes自进化框架：让AI Agent自动优化提示词的开源方案
bilibiliAI技术投降派5/25/2026
Related Entities
Related Claims
UnverifiedDSPy框架将Prompt优化抽象为可编程的模块化管道68% similarUnverifiedDSPy由斯坦福NLP组开发，将整个LLM管线抽象为模块化程序，每个模块声明输入输出签名，框架负责自动生成、评估和优化提示词63% similarUnverifiedFastMCP 底层借助 Pydantic 库实现工具参数结构的自动推断63% similarUnverifiedA Prompt Optimizer feature in Claude Code automatically fills in context, clarifies goal boundaries, and outputs a well-structured, high-quality prompt.60% similarUnverified现代文件发现工具支持基于目标技术栈的智能字典切换，通过识别Server、X-Powered-By等响应头字段判断目标使用WordPress、Laravel或Django后加载对应专项字典59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1671API
curl https://kongchang.com/api/v1/knowledge/claims/1671MCP
get_claim(id=1671)