自我优化框架:循环工程实现自主改进
self-harness: harnesses that improve themselves
self-harness: harnesses that improve themselves
spoiler alert, it's all loop engineering!
1. weakness mining - run agent and observe failures 2. propose improvements to the harness 3. confirm improvements are beneficial and don't cause other regressions
and then you loop!
the paper: https://arxiv.org/pdf/2606.09498 powered by deepagents: https://github.com/langchain-ai/deepagents
更进一步:量化金融体系
看懂新闻只是起点——沿量化金融路径,把它变成能交付的工程能力