aolun

⚡入口 skill。解剖层完成后，扫描技术方案在真实工程环境下的可行性漏洞——性能瓶颈、可靠性缺陷、可维护性代价、实施复杂度等，覆盖计算机、建筑、机械、自动化、产品设计领域。 English: Entry skill. Trigger after dissection to scan for engineering feasibility gaps—performance bottlenecks, reliability defects, maintenance costs, implementation complexity—across software, civil, mechanical, automation, and product design domains.

⚡入口 skill。解剖层完成后，扫描技术方案的历史弱点——这个"新"东西以前失败过吗？换皮重来了吗？历史上的同类方案留下了什么教训？ English: Entry skill. Trigger after dissection to scan for historical vulnerabilities—has this "new" thing failed before? Is it a a rebranded predecessor? What lessons did analogous historical approaches leave behind?

⚡入口 skill。解剖层完成后，扫描帖子中的逻辑漏洞——推论跳跃、循环论证、错误类比、偷换概念、以偏概全等。专注于论证结构的有效性，而非技术内容的对错。 English: Entry skill. Trigger after dissection to scan for logical vulnerabilities—invalid inferences, circular reasoning, false analogies, equivocation, hasty generalization. Focus on argument structure validity, not technical content accuracy.

⚡入口 skill。利益层解剖完成后，扫描信息背后的深层动机——不只是"谁得到什么好处"，而是动机如何系统性地扭曲了技术判断，制造了哪些认知陷阱。 English: Entry skill. Trigger after interest dissection to scan for deep motivational distortions—not just "who benefits" but how motives systematically warp technical judgment and manufacture cognitive traps for the audience.

⚡入口 skill。每次新的顶层对话开始时自动调用，建立"拆底朝天、立而破之"的总原则，并为后续任务路由下游 skill。如果你是被派遣执行单一具体任务的子 agent，则跳过此 skill。 English: Entry skill. Trigger at the start of each new top-level conversation to establish the core posture of "tear it apart, then build something better." Skip this skill when you are a delegated sub-agent handling a narrow, concrete task.

⚡入口 skill。解剖和扫描全部完成后，调用此 skill 把所有弱点证据和跨领域解法整合成可发布的李敖风格战斗文本。流程分四层：①辩证诊断→ ②攻击执行（征引、解构、反讽三件武器）→ ③实践检验（建构落地性 + 对手反击模拟）→ ④认识的螺旋（不完美中前行）。 English: Entry skill. Trigger after all dissection and scanning. Four-layer system: dialectical diagnosis (On Contradiction) → attack execution (citation, deconstruction, irony driven by diagnosis) → practice verification (On Practice) → spiral of cognition (move forward imperfectly).

⚡入口 skill。拿到一篇需要拆解的技术帖子、论断或方案时，第一步先调用此 skill，强制解剖其概念层——它声称自己是什么、定义是否自洽、关键术语是否被偷换。 English: Entry skill. Trigger as the first dissection step on any technical claim, post, or proposal. This skill tears apart the conceptual layer: what it claims to be, whether its definitions hold, and whether key terms are being smuggled or switched.

⚡入口 skill。当分析文本字符数 ≥ 1500 时由 aolun-arming 自动路由，或用户直接调用。 基于文件持久化的逐步分析路由器：主 agent 只管状态和调度，所有文本分析由 subagent 在文件系统中完成。 00-todolist.md 是唯一的真相源。防止长文本分析中的 compact 上下文丢失。 English: Entry skill. Auto-routed from aolun-arming when input ≥ 1500 chars, or invoked directly. File-based persistent analysis router: the main agent only manages state and dispatch; all text analysis is done by subagents reading files directly. 00-todolist.md is the single source of truth. Prevents context loss from compaction on long texts.

⚡内部 skill（由机制层解剖回调）。解剖约束层——技术在什么真实条件下才成立，边界在哪里，超出边界后会发生什么。 English: Internal skill (called back by mechanism dissection). Dissects the constraint layer: under what real-world conditions the technology actually works, where its boundaries lie, and what happens when those boundaries are exceeded.

⚡内部 skill（由约束层解剖回调）。解剖利益层——谁在推这个技术，他们从中得到什么，信息的选择性背后隐藏着什么议程。 English: Internal skill (called back by constraint dissection). Dissects the interest layer: who is pushing this technology, what they gain from it, and what agenda hides behind the selective presentation of information.

⚡内部 skill（由概念层解剖回调）。解剖机制层——技术声称通过什么原理实现目标，物理或工程上是否真的可能，因果链是否成立。 English: Internal skill (called back by concept dissection). Dissects the mechanism layer: what principles the technology claims to operate on, whether those mechanisms are physically/engineering-sound, and whether the causal chain actually holds.

⚡入口 skill。弱点扫描完成后，根据暴露的真实工程问题，从其他工程领域召回结构相似的解决方案——不是表面类比，而是机制层面真正可迁移的跨领域解法。 English: Entry skill. Trigger after weakness scanning. Given the real engineering problems exposed, retrieve structurally analogous solutions from other engineering domains—not surface metaphors, but mechanically transferable cross-domain approaches.

⚡入口 skill。将任意输入（文本、文件路径、目录路径）转化为 aolun 分析管线可消费的标准文档结构。 支持快照模式（cp 到任务目录）和引用模式（直接读取源路径），生成索引、结构标注、搜索策略和文件完整性校验。 产出文件供 aolun-fileflow 直接消费，也可独立用于任何需要 Markdown 文档索引的场景。 English: Entry skill. Transforms any input (text, file path, directory path) into a standard document structure consumable by the aolun analysis pipeline. Supports snapshot mode (copy to task directory) and reference mode (read source paths directly). Generates index, structural annotations, search strategies, and file integrity checksums. Output files are consumed by aolun-fileflow, or used independently for any scenario requiring Markdown document indexing.

⚡入口 skill。解剖层（四层）完成后调用。以单次消息并行 dispatch 四个扫描器 subagent（scan-logic / scan-engineering / scan-history / scan-motive），等待全部返回后汇总为一份扫描综合报告，传递给 aolun-other-mountains 或 aolun-attack。 English: Entry skill. Trigger after all four dissection layers complete. Dispatches four scanner subagents in parallel (scan-logic / scan-engineering / scan-history / scan-motive) in a single message, then aggregates their structured summary blocks into one unified scan report for aolun-other-mountains or aolun-attack.

⚡入口 skill。当目标不是拆解批判，而是正向建设——规划技术方案、产品路径、团队实践——时调用。基于群众路线（调查先于方案）和论持久战三阶段论（阶段匹配战略），生成可操作的实践规划，包含：阶段定位 → 真实需求调查 → 识别主要矛盾 → 规划最小有效实践 → 定义成功标准 → 设计再认识循环。 English: Entry skill. Trigger when the goal is constructive planning—technical proposals, product roadmaps, team practices—not dissection. Grounds planning in mass-line investigation (survey before solution) and On Prolonged War phase theory (phase-matched strategy), producing actionable plans with: phase positioning → real-world survey → primary contradiction identification → minimum viable practice → success criteria → re-cognition loop design.

⚡入口 skill。在进入解剖或建设之前，面对不熟悉的领域或复杂场景时调用。强制完成两件事：①建立最小感性认识（调查 3-5 个一手来源）；②判断当前所处阶段（探索期/扩张期/存量期），确定主要矛盾方向。防止"用训练数据里的印象解剖目标"和"理论推导代替实地调查"两类失效。 English: Entry skill. Trigger before dissection or planning when facing an unfamiliar domain or complex scenario. Forces two actions: ①build minimum grounded knowledge (survey 3-5 primary sources); ②determine current phase (exploration/expansion/steady-state) to orient the primary contradiction. Prevents two failure modes: analyzing from stale impressions, and deriving solutions from pure theory without field investigation.

⚡入口 skill。当你需要对一篇帖子执行完整的拆解攻击流程时调用；提供四条标准化工作流，定义 skill 的调用顺序、步骤间的数据传递和终止条件。 English: Entry skill. Trigger when executing a full dissect-and-attack pipeline on a target post. Provides four standardized workflows with defined skill sequencing, data handoff, and termination conditions.