本地仅实现 LTI奖励的纯CPU L1组件，没有CMS、扩容、梦境生成、语义评审模型或LLM训练。完整Sleep实验成本过高，不复现（审查 DONE）；不接入Evolve。 原始发布日期 arXiv v1：2026-06-02 17:56:55 UTC；固定v2：2026-07-10 17:52:03 UTC。论文声明2025年9月已有OpenReview版本，精确 ...

本内容遵循CC 4.0 BY-SA版权协议 本文聚焦Python后端在单机Docker环境下的可交接部署实践，强调操作手册需明确资源归属、检查点前置、发布与回滚的边界条件、备份恢复责任到人、SSH隧道纳入文档、复盘基于动作与证据。内容覆盖SQLite持久化、Compose项目隔离 ...

用于通过 stdio 上按行分隔的 JSON-RPC 驱动 DeepSeek Harness 的 Python 子进程 SDK。安装 deepseek-harness-sdk 时，会同时安装当前平台上版本完全相同的 deepseek-harness-runtime-bin wheel 包。 输出文件或图片目录必须不存在。调用方拥有成功输出；Kit 删除失败输出。OfficeOptions 提供 ...

covering all the hot paths through the loop. the VM would start tracing there. When the inner loop exits, the VM would detect that a different branch was taken. The VM would try to record a branch ...

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The HackerNoon library is now ranked by reading time created. Start learning by what others read most. The Future of Gaming Writing Contest runs from April 1 to June 30th w/$5300 in cash prizes for ...

Marina Kaganovich and I first wrote about “shadow AI”: employees sneaking around with consumer-grade AI to get their actual jobs done. Life was simple. There was AI your company ...