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<section class="hero compact"><div class="hero-copy"><p class="hero-kicker">场景手册</p><h1>学术 flow</h1><p class="lead">学术任务最容易犯的错是先写论文、后找证据。正确顺序是:研究 brief、文献和新颖性、实验计划、可复现实验、自动审稿、最后才写作。</p></div></section>
<section class="section">
<div class="section-head"><div class="section-title"><p class="section-kicker">流水线</p><span class="fragment-alias" id="heading-research-1" data-canonical-fragment="从-idea-到可审查证据" aria-hidden="true"></span><h2 id="从-idea-到可审查证据">从 idea 到可审查证据<a class="heading-permalink" data-heading-permalink data-search-exclude href="#从-idea-到可审查证据" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h2></div><p>学术自动化要保护 claim 边界:没有实验或引用支撑的说法不能进入论文。</p></div>
<div class="steps">
<article class="step"><span class="fragment-alias" id="heading-research-2" data-canonical-fragment="research-brief" aria-hidden="true"></span><h3 id="research-brief">Research brief<a class="heading-permalink" data-heading-permalink data-search-exclude href="#research-brief" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>写清研究问题、目标会议、数据、baseline、预算、预期贡献、不能 claim 什么。</p></article>
<article class="step"><span class="fragment-alias" id="heading-research-3" data-canonical-fragment="closest-work" aria-hidden="true"></span><h3 id="closest-work">Closest work<a class="heading-permalink" data-heading-permalink data-search-exclude href="#closest-work" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>先找最接近工作,不是先找支持自己的论文。明确差异点和可能被 reviewer 攻击的地方。</p></article>
<article class="step"><span class="fragment-alias" id="heading-research-4" data-canonical-fragment="novelty-gate" aria-hidden="true"></span><h3 id="novelty-gate">Novelty gate<a class="heading-permalink" data-heading-permalink data-search-exclude href="#novelty-gate" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>如果贡献只是已有方法换场景,要降级目标;如果缺少可证伪实验,要先补实验设计。</p></article>
<article class="step"><span class="fragment-alias" id="heading-research-5" data-canonical-fragment="experiment-plan" aria-hidden="true"></span><h3 id="experiment-plan">Experiment plan<a class="heading-permalink" data-heading-permalink data-search-exclude href="#experiment-plan" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>定义数据集、baseline、metric、预算、失败标准、日志路径和复现实验命令。</p></article>
<article class="step"><span class="fragment-alias" id="heading-research-6" data-canonical-fragment="auto-review" aria-hidden="true"></span><h3 id="auto-review">Auto review<a class="heading-permalink" data-heading-permalink data-search-exclude href="#auto-review" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>让 Codex 以 reviewer 角度检查 novelty、evidence、ablation、claim、writing risk。</p></article>
<article class="step"><span class="fragment-alias" id="heading-research-7" data-canonical-fragment="writing-boundary" aria-hidden="true"></span><h3 id="writing-boundary">Writing boundary<a class="heading-permalink" data-heading-permalink data-search-exclude href="#writing-boundary" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>只写已经有证据支撑的结论。负结果和失败实验也要记录,避免 narrative 失真。</p></article>
</div>
</section>
<section class="section">
<div class="section-head"><div class="section-title"><p class="section-kicker">产物</p><span class="fragment-alias" id="heading-research-8" data-canonical-fragment="每个阶段应该产出什么" aria-hidden="true"></span><h2 id="每个阶段应该产出什么">每个阶段应该产出什么<a class="heading-permalink" data-heading-permalink data-search-exclude href="#每个阶段应该产出什么" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h2></div><p>学术 flow 更看重落盘产物,而不是聊天记录。没有这些产物,后续写作和审稿都无法追溯。</p></div>
<div class="bento">
<article class="card span-4"><span class="fragment-alias" id="heading-research-9" data-canonical-fragment="research_brief.md" aria-hidden="true"></span><h3 id="research_brief.md"><code>RESEARCH_BRIEF.md</code><a class="heading-permalink" data-heading-permalink data-search-exclude href="#research_brief.md" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>研究问题、目标 venue、假设、数据、baseline、预算、人工 checkpoint。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-10" data-canonical-fragment="idea_report.md" aria-hidden="true"></span><h3 id="idea_report.md"><code>IDEA_REPORT.md</code><a class="heading-permalink" data-heading-permalink data-search-exclude href="#idea_report.md" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>问题重要性、closest work、差异、风险、可证伪实验。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-11" data-canonical-fragment="实验日志" aria-hidden="true"></span><h3 id="实验日志">实验日志<a class="heading-permalink" data-heading-permalink data-search-exclude href="#实验日志" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>命令、配置、commit、GPU、数据版本、失败原因、结果表。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-12" data-canonical-fragment="auto_review.md" aria-hidden="true"></span><h3 id="auto_review.md"><code>AUTO_REVIEW.md</code><a class="heading-permalink" data-heading-permalink data-search-exclude href="#auto_review.md" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>以严格 reviewer 视角列 novelty、实验、写作和 claim 缺口。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-13" data-canonical-fragment="图表索引" aria-hidden="true"></span><h3 id="图表索引">图表索引<a class="heading-permalink" data-heading-permalink data-search-exclude href="#图表索引" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>每个图表对应数据来源、脚本、日志和可复现路径。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-14" data-canonical-fragment="claim-ledger" aria-hidden="true"></span><h3 id="claim-ledger">Claim ledger<a class="heading-permalink" data-heading-permalink data-search-exclude href="#claim-ledger" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>每个论文 claim 对应引用或实验;没有证据的 claim 要删除或降级。</p></article>
</div>
</section>
<section class="section">
<div class="section-head"><div class="section-title"><p class="section-kicker">提示词(Prompts)</p><span class="fragment-alias" id="heading-research-15" data-canonical-fragment="可复制学术提示词" aria-hidden="true"></span><h2 id="可复制学术提示词">可复制学术提示词<a class="heading-permalink" data-heading-permalink data-search-exclude href="#可复制学术提示词" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h2></div><p>第一次使用时先保守一些:不要自动推进实验或写论文,先让 Codex 建 brief,划清审查边界。</p></div>
<div class="bento">
<article class="card span-6"><span class="fragment-alias" id="heading-research-16" data-canonical-fragment="启动-research-pipeline" aria-hidden="true"></span><h3 id="启动-research-pipeline">启动 research-pipeline<a class="heading-permalink" data-heading-permalink data-search-exclude href="#启动-research-pipeline" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><pre><code>$research-pipeline
方向:长上下文 LLM 推理中的 KV cache pruning。
请先创建 RESEARCH_BRIEF.md,并等待我确认。
AUTO_PROCEED: false
HUMAN_CHECKPOINT: true
REVIEWER_DIFFICULTY: hard
AUTO_WRITE: false
预算:
- 最多 20 GPU-hours
- 不允许下载未知大数据集
输出:
- closest work 表
- 可证伪实验计划
- claim 边界</code></pre></article>
<article class="card span-6"><span class="fragment-alias" id="heading-research-17" data-canonical-fragment="严格审稿" aria-hidden="true"></span><h3 id="严格审稿">严格审稿<a class="heading-permalink" data-heading-permalink data-search-exclude href="#严格审稿" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><pre><code>请以强 reviewer 视角审查当前 idea。
重点:
- 最近似工作是什么?
- 贡献是否只是组合或换场景?
- 哪个实验能证伪核心 claim?
- baseline 是否公平?
- 有哪些不能写进论文的说法?
输出:
- reject reasons
- must-have experiments
- claim boundary
- next action</code></pre></article>
</div>
</section>
<section class="section">
<div class="section-head"><div class="section-title"><p class="section-kicker">门禁</p><span class="fragment-alias" id="heading-research-18" data-canonical-fragment="进入和退出条件" aria-hidden="true"></span><h2 id="进入和退出条件">进入和退出条件<a class="heading-permalink" data-heading-permalink data-search-exclude href="#进入和退出条件" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h2></div><p>学术自动化要设置 gate;否则一个薄弱的 idea 也可能被包装成看似完整的论文。</p></div>
<div class="bento">
<article class="card span-4"><span class="fragment-alias" id="heading-research-19" data-canonical-fragment="进入条件" aria-hidden="true"></span><h3 id="进入条件">进入条件<a class="heading-permalink" data-heading-permalink data-search-exclude href="#进入条件" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>已经能说清研究问题、目标读者、数据来源、baseline、预算和失败标准。不满足时先做 idea grilling。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-20" data-canonical-fragment="推进条件" aria-hidden="true"></span><h3 id="推进条件">推进条件<a class="heading-permalink" data-heading-permalink data-search-exclude href="#推进条件" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>closest work 已查,核心差异明确,有至少一个能证伪的实验,预算可承受。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-21" data-canonical-fragment="退出条件" aria-hidden="true"></span><h3 id="退出条件">退出条件<a class="heading-permalink" data-heading-permalink data-search-exclude href="#退出条件" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>claim 都能对应实验或引用;负结果被记录;不能证明的说法被删掉或降级。</p></article>
<article class="card span-6 dark-card"><span class="fragment-alias" id="heading-research-22" data-canonical-fragment="stop-conditions" aria-hidden="true"></span><h3 id="stop-conditions">Stop conditions<a class="heading-permalink" data-heading-permalink data-search-exclude href="#stop-conditions" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><ul class="mini-list"><li><strong>新颖性不足</strong><span>closest work 已经覆盖核心贡献。</span></li><li><strong>baseline 不可复现</strong><span>无法建立公平比较。</span></li><li><strong>预算不足</strong><span>实验无法在给定 GPU/时间内完成。</span></li></ul></article>
<article class="card span-6"><span class="fragment-alias" id="heading-research-23" data-canonical-fragment="写作前检查" aria-hidden="true"></span><h3 id="写作前检查">写作前检查<a class="heading-permalink" data-heading-permalink data-search-exclude href="#写作前检查" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><ul class="mini-list"><li><strong>每个 claim 有证据</strong><span>引用、实验、图表或日志路径。</span></li><li><strong>图表可复现</strong><span>脚本和数据版本可追溯。</span></li><li><strong>负结果可解释</strong><span>不要删除失败实验的痕迹。</span></li></ul></article>
</div>
</section>
<section class="section" id="kv-cache-case" data-case-type="demo" data-case-id="kv-cache-research-brief">
<div class="section-head"><div class="section-title"><p class="section-kicker">真实实例</p><span class="fragment-alias" id="heading-research-24" data-canonical-fragment="真实实例-长上下文-kv-cache-pruning-idea" aria-hidden="true"></span><h2 id="真实实例-长上下文-kv-cache-pruning-idea">真实实例:长上下文 KV cache pruning idea<a class="heading-permalink" data-heading-permalink data-search-exclude href="#真实实例-长上下文-kv-cache-pruning-idea" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h2><div class="tier-badges"><span class="tier-badge">演示场景</span></div></div><p>与其直接说“帮我写篇论文”,不如先让 Codex 建立研究 brief,划清审稿边界。例如研究长上下文 LLM 推理中的 KV cache pruning,可以先查 closest work,制定小规模实验计划,确认新颖性和 baseline 后再进入实验。</p></div>
<div class="bento">
<article class="card span-4"><span class="fragment-alias" id="heading-research-25" data-canonical-fragment="输入" aria-hidden="true"></span><h3 id="输入">输入<a class="heading-permalink" data-heading-permalink data-search-exclude href="#输入" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>坏输入是“帮我写论文”;修复后给方向、数据、baseline、预算、不能 claim 的边界。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-26" data-canonical-fragment="先读" aria-hidden="true"></span><h3 id="先读">先读<a class="heading-permalink" data-heading-permalink data-search-exclude href="#先读" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>已有实验、相关论文、数据说明、目标会议标准和本机 research skill 说明。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-27" data-canonical-fragment="应动文件" aria-hidden="true"></span><h3 id="应动文件">应动文件<a class="heading-permalink" data-heading-permalink data-search-exclude href="#应动文件" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p><code>RESEARCH_BRIEF.md</code>、closest work 表、实验计划;未确认前不写论文正文。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-28" data-canonical-fragment="验证" aria-hidden="true"></span><h3 id="验证">验证<a class="heading-permalink" data-heading-permalink data-search-exclude href="#验证" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>claim 是否有引用或实验支撑,baseline 是否明确,预算是否可执行。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-29" data-canonical-fragment="最终回答" aria-hidden="true"></span><h3 id="最终回答">最终回答<a class="heading-permalink" data-heading-permalink data-search-exclude href="#最终回答" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>给出证据边界、下一步实验、不可声称内容和需要人工确认的问题。</p></article>
<article class="card span-4"><span class="fragment-alias" id="heading-research-30" data-canonical-fragment="失败停止" aria-hidden="true"></span><h3 id="失败停止">失败停止<a class="heading-permalink" data-heading-permalink data-search-exclude href="#失败停止" aria-label="本节永久链接"><span aria-hidden="true">#</span></a></h3><p>closest work 不清、实验不可复现、数据不可得或 claim 超出证据时停止。</p></article>
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