Research & Science · By Light0305

Verifies that every reference in a manuscript is real, correctly identified and actually supports its claim, and produces a citation registry for typesetting.

Light0305/Light-skills

Coordinates and recovers multi-stage Light research projects from a single passport file, with checkpoints, stale-work tracking and rerouting only when you approve.

Light0305/Light-skills

Builds an evidence-backed invention disclosure packet from a project or research result for attorney or patent-agent review, without giving legal advice.

Light0305/Light-skills

Audits, scaffolds and safely migrates research project folder structures, keeping existing repositories read-only until you approve exact moves from a plan.

Light0305/Light-skills

Build and preflight submission-ready LaTeX/PDF artifacts for Light stage 11.

Light0305/Light-skills

Checks that terms, metrics, innovation claims and method names stay consistent across a paper, slides, software copyright documents, code and project docs.

Light0305/Light-skills

Finds usable public datasets, judges whether the data can support a research idea, and checks train and test splits for leakage before results are trusted.

Light0305/Light-skills

Builds the code for a frozen research experiment test-first, with leakage controls, seed handling and saved evidence so results can be rerun and audited.

Light0305/Light-skills

Light 科研诚信与伦理全生命周期常驻红线门:在研究分诊、审批、采集、变更、分析、投稿、发布与出版后检查 学术不端/数据造假/统计自洽/结论夸大/幻觉与撤稿 引用/自我抄袭/隐私/版权/署名与 AI 披露/软著专利权属/论文工厂洗稿等风险,把"别造假别夸大"从口头建议 落成可机检、可阻断、可被总控 runcheckpoint 聚合的机读门(产…

Light0305/Light-skills

Light 科研主线第 4 步·审 idea：以顶会审稿人标准严审 idea，撞车/无创新 fatal flaw 一票否决(critical 门)， 逼出真能发表的 idea。何时用：用户问"这 idea 行不行/够不够新/能不能发""帮我严审/挑刺/找致命问题" / idea 定稿前把关 / 收到 idea-generation 的候选要审 / 怀疑撞车(被人做过)。触发词：审 idea /…

Light0305/Light-skills

Light 科研主线第 5 步·研究方案与实验设计：把 idea-critique 放行的 idea 与 data feasibility 拆成能真执行、能写进论文、 能复现的 question/estimand、实验矩阵与预注册包。何时用：idea 已通过审查要落地 / 要设计实验·消融·对比·敏感性· 泛化·鲁棒性 / 写研究方案 PROJECTPLAN / 锁 primary…

Light0305/Light-skills

Build auditable peer-review revision and author-response packages for Light stage 13.

Light0305/Light-skills

Light 科研主线第 1 步·文献调研:在线多源检索(OpenAlex/arXiv/Crossref/Europe PMC/DOAJ,全程免 key)→ 产出不是论文列表,是可直接喂 idea 的"领域地图":近三年前沿 + 经典奠基 + 跨领域方法移植三层分别 检索分别排序,合成研究脉络 + 方法谱系 + 未解问题地图,揪出最像你设想的那一篇→喂 idea-critique…

Light0305/Light-skills

Light 科研主线第 3 步·提 idea:从模糊方向/数据/文献结构化发散(激发算子系统生成,不是泛泛头脑风暴) → 产值得做且做得成的分层候选 idea(moonshot 冲刺/solid 稳妥/safe 保底),每个必答为什么值得做·创新点· 比现有强在哪·解决什么具体问题·能投什么层次,且提出时就自带撞车前置自查(最像的前作+delta,吃上游 literature-search…

Light0305/Light-skills

Light 科研主线第 8 步·论文写作：围绕「如何让审稿人相信值得发表」组织，初稿→审稿人视角循环打磨； 每个 claim 都有证据、措辞强度匹配证据强度、绝不过度宣称。何时用：实验+分析做完要写论文 / 写/改摘要·引言· 贡献句·结论 / 担心「claim 无证据 或 措辞夸大」/ 要让贡献三处(摘要·引言·结论)一致 / 引言四段式(痛点→不足→ 洞察→贡献) / 要当审稿人自己挑一遍…

Light0305/Light-skills

Light 科研主线第 7 步·结果分析：不描述好坏、解释「为什么」，把每条结论绑死到 claim + 证据强度，并防 p-hacking。

Light0305/Light-skills