Overview
lunheng-article-pipeline
_shared/文类档案.md 启用(学术三类必选、lit-review 可选、其余默认不选),三角验证 + M 机械化硬门 + F 失败模式防御 + G14 中文 AI 痕迹闸 + 期刊匹配助手,用 dsh subagent 子代理编排。README / EN
Package documentation
Registry summary
_shared/文类档案.md 启用(学术三类必选、lit-review 可选、其余默认不选),三角验证 + M 机械化硬门 + F 失败模式防御 + G14 中文 AI 痕迹闸 + 期刊匹配助手,用 dsh subagent 子代理编排。dsh.pub verifies the pinned bundle contract, runtime facts, and distribution semantics. The complete README remains in the source repository.
Read the full README on GitHubLIMITATIONS
Known limitations
- **Chinese-first.** Role prompts, deliverables, file names, and workflows default to Chinese. - **No network verification by default.** Numeric-level source checks often remain "pending manual review" because paywalled and offline sources cannot be fetched. - **Audit independence has a cost.** A full run dispatches 15+ subagents; most token spend is context reads, not generation. - **M-gate false positives are possible.** A script can flag a legitimate construct; the finalizer must record `script_exit_raw` and justify the `exit` verdict rather than editing the document to force exit 0. - **Not a substitute for peer review.** The T9 report is a pre-submission simulation only.
