K-Dense BYOK：一款本地运行并维护哈希链实验室笔记本的开源AI研究助手
K-Dense BYOK: An Open-Source AI Research Assistant That Runs Locally and Keeps a Hash-Chained Lab Notebook
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中文总结 AI 辅助
K-Dense BYOK是一款本地运行的开源AI研究助手，通过观察代理行为而非自述记录实验，以可核查声明应对模型过度声称，在跨学科基准测试中优于托管平台。
中文摘要 AI 辅助
K-Dense BYOK（自带密钥）是一款免费、开源的人工智能研究助手，适用于任何领域的科学家，运行在研究者自己的计算机上。研究者提供其选择的模型访问权限（托管或本地运行），应用程序则提供其余一切：工作运行的环境、一层科学脚手架以及完整记录。每个项目都是一个普通文件夹，因此数据、代码、结果和记录都保存在研究者管理的机器上，即使多年后无需该应用程序也能读取。有三点使其区别于聊天助手或通用编码代理。它附带一个书面科学程序库、引导式工作流模板、研究数据位置目录，以及代理可以移交工作的审阅者和写作者角色。它维护一本活体实验室笔记本，其中的条目链接到论证中，只能添加而从不删除。它通过观察代理的行为而非听信代理的自述来记录发生的事情，记录在一个代理没有任何工具可以写入的日志中。这一选择针对我们先前对九个前沿模型基准测试中最常见的失败——模型过度声称——通过使声明可核查而非阻止声明来应对。在二十个跨学科研究提示上，按照预先固定的评分标准评分，K-Dense BYOK在科学质量和研究执行两方面均领先于两个托管平台。其交付物是唯一记录了其运行所用软件的，也是唯一通常附带可重新生成结果的命令的。其中一个托管平台运行了相同的前沿模型，但两者均未提供。这些环境记录是代理写入的文件，不属于观察日志的一部分，该日志尚未捕获软件环境本身。代码以MIT许可证在此https URL下提供。
英文摘要
K-Dense BYOK (bring your own keys) is a free, open-source AI research assistant for scientists in any field that runs on the researcher's own computer. The researcher supplies access to a model of their choice, hosted or running locally, and the application supplies everything else: a place for the work to run, a layer of scientific scaffolding, and a complete record. Each project is an ordinary folder, so the data, the code, the results, and the record stay on a machine the researcher administers and can be read years later without the application. Three things separate it from a chat assistant or a general-purpose coding agent. It ships a library of written scientific procedures, guided workflow templates, catalogs of where research data can be found, and reviewer and writer roles the agent can hand work to. It keeps a Living Lab Notebook whose entries link into an argument and are added to but never erased. And it records what happened by watching what the agent does rather than by taking the agent's word for it, in a log the agent has no tool that can write to. That choice targets the most common failure, model overclaiming, in our earlier benchmark of nine frontier models, by making claims checkable rather than preventing them. On twenty interdisciplinary research prompts, scored under a rubric fixed in advance, K-Dense BYOK led two managed platforms on both scientific quality and research execution. Its deliverables were the only ones that recorded the software they ran in, and the only ones that usually arrived with a command that regenerates the results. One of the managed platforms ran the same frontier model and supplied neither. Those environment records were files the agent wrote, not part of the observed log, which does not yet capture the software environment itself. The code is available under the MIT license at https://github.com/K-Dense-AI/k-dense-byok.
发表机构
- K-Dense Inc.（K-Dense 公司）
机构由 AI 辅助整理，请以论文原文为准。
