huo15-autoresearch-loop基于 Karpathy 自主研究循环的 OpenClaw Skill，Modify → Verify → Keep/Discard → Repeat forever
Install via ClawdBot CLI:
clawdbot install zhaobod1/huo15-autoresearch-loopGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/uditgoenka/autoresearchAudited Apr 22, 2026 · audit v1.0
Generated May 12, 2026
开发团队使用自动迭代循环持续优化代码性能，每次修改后自动运行测试验证，成功则提交，失败则回滚。适用于性能调优和缺陷修复。
数据科学家利用循环自动调整模型超参数，每次修改后运行验证脚本评估模型性能，自动保留有效改进。可加速模型迭代过程。
测试团队使用技能自动生成并验证测试用例，每次新增测试后运行测试套件，确保测试覆盖率和正确性持续提升。
DevOps工程师将技能集成到CI/CD管道中，自动尝试优化构建脚本或部署配置，并通过验证命令确保稳定性。
提供基于自动迭代循环的IDE插件或CLI工具，按开发者席位或团队订阅收费。用户可节省手动迭代时间。
为企业的CI/CD平台提供自动化迭代优化插件，按执行次数或失败回滚次数计费。适合高频繁迭代的研发团队。
提供自动迭代循环的最佳实践培训，帮助企业团队掌握高效迭代方法论。咨询费+培训课程收入。
💬 Integration Tip
确保验证命令具有快速反馈和可靠退出状态，并合理设置最大迭代次数和收敛阈值以避免无限循环。
Scored Jul 21, 2026
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