像package-lock锁定包版本一样，Probelock用lockfile锁定LLM工具调用的行为一致性，避免量化或版本升级后功能回归。
Article URL: https://github.com/kelkalot/probelock Comments URL: https://news.ycombinator.com/item?id=48842075 Points: 1 # Comments: 0
用自然语言通过LLM调度面试、发邮件，100Hires MCP把130个ATS工具交给AI掌控。
Hi HN. I'm one of the co-founders of 100Hires ATS. We built an MCP server on top of our REST API. I would love HN to weigh in on whether 130 tools are…
LLM工具注册表如同无监管的广告平台，缺乏衡量标准与问责机制，这篇论文首次提出结合超万次试验的系统框架。
arXiv:2605.23916v1 Announce Type: cross Abstract: LLM tool registries function as unregulated advertising platforms: providers write free-text descrip…
LLM工具部署不再分裂：一个框架同时搞定HTTP端点和MCP注册，舍弃重复造轮子，拥抱统一流式API。
arXiv:2605.22733v1 Announce Type: new Abstract: Every Python function deployed as an LLM tool must today exist in two forms: an HTTP endpoint for huma…