paper-wiki · 全流程
paper-wiki · full pipeline
一条把「读论文」变成「出论文」的流水线：👤 人拍板的决定 · 🔒 机器自动把关 · 📒 只增不删的档案。自动模式下 /wiki-auto 指一个文件夹，自动跑到「评级」为止；👤 处由机器代签并留痕、记进收件箱，人回来可翻案。
One pipeline that turns reading papers into writing one: 👤 human calls · 🔒 automatic machine checks · 📒 append-only records. In auto mode /wiki-auto takes a folder and runs to the tiering stage; the machine counter-signs the 👤 points, leaves a trace, and files it to the inbox — every call stays reversible when the human returns.
← 左右滑动查看完整图 →
← scroll sideways for the full diagram →
外层攒知识，内层花知识
The outer loop earns knowledge; the inner loop spends it
图上的四种执行者颜色对应四类主体：paper-wiki 自己的环节（检索 / 精读 / 制图 / 发想 / 法庭）、执行实验的 Spark-to-Paper v2、模拟评审的 PaperJury，以及人。灰色是档案，不是 agent。
The four executor colours map to four actors: paper-wiki's own stages (retrieve / deep-read / map / ideate / court), Spark-to-Paper v2 running the experiments, PaperJury mock-reviewing, and the human. Grey is the archive — not an agent.
📚 外层 · 知识回路
📚 Outer loop · knowledge
检索按需拉新语料，没有定时器；每篇论文逐页精读成一张笔记卡，摘要、关键结论、出处可回查。每攒够一批，制图员把笔记读成领域地图：大家默认什么、哪里在打架、哪里挤满了、什么问题重要却没人解。
笔记库同时是查重法庭的比对语料——含外领域论文，按范围围栏标记内外。
Retrieval pulls new material on demand — no timers. Every paper is read page by page into one note card: summary, key findings, traceable sources. Once enough accumulate, the cartographer reads the notes into a field map: shared assumptions, live disputes, crowded corners, and important problems nobody has solved.
The same note library doubles as the comparison corpus for the novelty court — out-of-field papers included, marked in or out by the scope fence.
🧪 内层 · 想法回路
🧪 Inner loop · ideas
从好问题、文献缺口或意外发现三个入口进来，先过立项审查，写成只定问题不定方法的目标卡，再开粗糙的进攻方向；一晚上的小实验先登记预测再看结果。有了自己的证据才写正式想法卡，交查重法庭审理。
过了「查新 · 实据闸」才准加码：评级只分四档不打分，然后才轮到实验执行与投稿闸。
Three entrances — a good problem, a literature gap, or an accidental finding. Scoping review first, then a goal card that fixes the problem and the success criteria but not the method, then rough attack directions. A one-night probe registers its prediction before it looks at the result. Only with your own evidence does a formal idea card get written and taken to the novelty court.
Past the novelty-and-evidence gate, investment scales up: tiering sorts into four tiers without scoring, and only then come execution and the submission gate.