做科研的朋友手上有篇论文，被问到能不能转化落地，就得自己去查专利、翻市场报告、估技术成熟到哪一步，一个人翻好几天。
This is a dev post classified by AGK Intelligence as AI dev tools (a tool drop), kept by the Dev Radar because it carries real work, not commentary.
做科研的朋友手上有篇论文，被问到能不能转化落地，就得自己去查专利、翻市场报告、估技术成熟到哪一步，一个人翻好几天。 academic-commercialization-agent 把这件事交给一组 AI Agent，丢进一篇论文 PDF 或一个研究方向，最后出一张带引用的商业化评估打分表。 打分覆盖技术成熟度、制造成熟度、专利强度、市场可及性和证据可信度，风险和机会也会单独列出来，每条结论都标了出处。 GitHub：http://github.com/shuxiachai/academic-commercialization-agent 我比较认可它的做法，先由代码把资料检索好、校验完，后面六个模型环节只能在这批资料里推理。加权总分也是代码算的，不让模型随口给分。 作者把实验也公开了，连失败的结果都写进了仓库。比如四个 Agent 的精简版，消耗的 token 中位数比默认六个 Agent 少了 54.89%。 线上有 5 份做好的样例报告，其中一份是中文，打开就能看。做技术转移、科研管理的同学，可以先拿样例报告看看靠不靠谱。
Posted by GitHubDaily (90.6k followers) 1 days ago · 83 likes · 6.3k views · view the original post on X. Kept by the Dev Radar as AI dev tools. Tools mentioned: academic-commercialization-agent.
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