Evaluates a preliminary research idea against a five-dimension framework (Higher, Faster, Stronger, Cheaper, Broader) plus idea-lifecycle and student-capability matching, paradigm-shift probing, and a fatal-flaws audit. Returns a reviewer-style verdict. Use when the user has a draft research idea and asks whether it is worth pursuing, asks to 'evaluate this idea', 'score this idea', 'assess feasibility', 'novelty check', 'is this a good research direction', or before committing to a paper scope.
Drafts a 6-paragraph Introduction outline for a technical paper from a structured Flowchart: background and running example, existing limitations, problem essence and goal, key challenges, solution overview, contributions. Positions the paper as Technique or New Problem/Setting and aligns contributions with challenges. Use when the user asks to 'draft the Introduction', 'outline the Introduction', 'intro logic needs clarifying', 'help structure the paper story', or before writing any Introduction prose.
Runs a pre-submission review of a technical paper across five dimensions: macro logic, writing details, English grammar, LaTeX formatting, and figure quality. Uses a reviewer-style severity taxonomy (CRITICAL / MAJOR / MINOR) and flags banned AI-tone vocabulary and em-dash misuse. Use when the user asks to 'review this paper', 'audit before submission', 'check the draft', 'find issues', 'proofread', or within one week of a submission deadline.
用 Laurent Vanbever 近年论文中反复出现的研究推理方式做论文助手工作。适用于 networking、routing、measurement、systems、security、network-ML、benchmark、observability 等任务中的 idea 验证、gap analysis、问题重构、证据审计、reviewer 风险预判与最小验证设计。重点不是模仿文风，而是按该学者的对象构造、证据许可、异议排序和拒绝模式来分析。
Analyze networking, routing, measurement, systems, security, and network-ML tasks using Laurent Vanbever's recurring research reasoning. Use when the task needs tight scoping, proxy skepticism, interpretable intermediate representations, operator-facing evaluation, benchmark critique, or explicit refusal of category errors rather than surface-level stylistic imitation.
Guides AI-assisted research across three sub-flows, Vibe Coding, Vibe Figure, and Vibe Writing, with behavioural rules that keep the user in charge of academic judgment while delegating mechanical work to AI. Recommends the right tool (Cursor, Claude Code, Codex, Figma, Gemini) for the current stage. Use when the user asks 'how to use AI for research', 'Vibe Coding tips', 'AI-assisted writing workflow', 'which AI tool for this', or starts an AI-assisted work session.
用于毕业论文或毕业设计写作优化。当用户需要修改中文摘要、英文 abstract、章节开头、小节引入段或章节过渡语，并希望提升逻辑性、承接关系、信息顺序与学术表达时使用。
学术级架构图生成执行者。当用户需要将系统结构、算法化为实际的图片时使用。负责将“架构设计蓝图”转化为高质量的生图提示词，并强制调用生图工具完成绘制。