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Batch-ingest many papers - trigger the ingest skill once per paper. Triggers: 批量入库, 多篇论文录入, 批量录入论文, batch ingest, ingest multiple papers.
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Based on SOC occupation classification
Analyze a paper from a reviewer's perspective — find problems, weak claims, research gaps. Stands alone (no orchestrator wraps it). Triggers: 问题分析, 找论文弱点, 审稿式分析, critic, reviewer critique, 审稿质疑.
Design small, controllable validation experiments for a paper's identified problems (from critic's output). Triggers: 验证实验设计, design validation experiments, 设计验证实验.
Generate or persist evidence-grounded research idea cards anchored to named pain points. Use for research ideas, research directions, or a brainstorm workflow that needs candidate cards or reviewed-card persistence.
Curate the research wiki — lint, compare papers, answer literature queries. Triggers: 文献查询, 对比论文, 跨论文比较, wiki lint, 文献检索, literature query, compare papers, cross-paper.
Deeply extract a paper's experiments for downstream critique and validation design. Triggers: 实验提取, 深度提取, deep extraction.
Unified wiki write entry — ingest a paper PDF into an evidence-traceable paper page, OR write an already-prepared markdown file into the wiki. Triggers: 入库, ingest paper, add to wiki, 写入 wiki, 把这份文档入库, 存进 wiki.
| name | paper-batch-ingest |
| description | Batch-ingest many papers - trigger the ingest skill once per paper. Triggers: 批量入库, 多篇论文录入, 批量录入论文, batch ingest, ingest multiple papers. |
把多篇论文批量录入 wiki。对每篇论文触发一次 ingest predicate。隔离语义由 ingest predicate 自带（它始终以隔离 subagent 运行，PDF 不进 main context），本 orchestrator 自动继承，不含任何 spawn 样板。多篇可并行（受 maxConcurrent 限制）。
对论文列表中的每篇论文，触发一次 ingest（传 pdf_path 与 target_domain）。ingest 自带隔离 subagent 语义，main 触发后由隔离 subagent 实际执行入库并返回 wiki 路径 + evidence_level（成功）或具体原因（失败）。
wiki_search 标记已入库的（默认跳过，除非用户要求重入库）。maxConcurrent（默认 8）限制，超过则排队。汇总每篇结果：
evidence_level。失败的列出，可单独重跑该篇 ingest 或报告用户。建议下一步：curate（lint 模式）批量检查新页面，或 paper-read 深读某篇。
evidence_level；每个失败项包含具体原因。| Field | Required | Description |
|---|---|---|
| 论文列表 | 是 | PDF 路径/URL 列表（每篇一行），或一个含论文的目录路径 |
| target_domain | 推荐 | 论文所属领域子树 |
| 重入库已存在 | 否 | 默认跳过已入库；设 true 强制重入库 |