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让你的 AI 不敢摆烂。用大厂 PUA 话术穷尽一切方案。触发条件：(1) 任务失败 2+ 次或反复微调同一思路; (2) 即将说'我无法解决'、建议用户手动操作、未验证就归因环境; (3) 被动等待——不搜索、不读源码、只等指示; (4) 用户不满：'try harder'、'stop giving up'、'换个方法'、'为什么还不行'、'你再试试'、'你怎么又失败了'。适用于所有任务类型。首次失败或已知修复正在执行时不触发。

Use when research work becomes sloppy, under-validated, passive, under-cited, or repeatedly stuck, especially after repeated failures, repeated micro-tuning of the same idea, or explicit requests for stricter academic rigor.

Use when Word-facing manuscripts need Zotero live-field creation, repair, or verification; dynamic bibliography refresh; review-vs-research formatting routing; table and supplement formatting (Excel/Word); or final package QA. Require every citation-bearing DOCX deliverable to retain dynamic Zotero citation and bibliography fields.

Use when bioinformatics or quantitative biomedical workflows need end-to-end from analysis design to evidence-backed interpretation.

Use when medical or biological SCI manuscript text in Chinese, mixed Chinese-English, or English needs concise academic English polishing with evidence-first handling of numbers, model results, sample sizes, or effect estimates.

Use when writing, refactoring, or standardizing R code in Ao Lu's style, including compact formatting, explicit Package::function() usage in package functions, roxygen2 contracts, cli notifications, and leo_log conventions.

Use when bibliometric work needs Web of Science workflows, especially ranked Countries/Regions, Affiliations, or Authors with reproducible citation metrics, or batch export of WoS plain-text records from an authenticated Edge session.