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<!DOCTYPE html>
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</div>
<div class="works-list">
<a href="https://arxiv.org/abs/2603.27813" class="work-item" target="_blank" rel="noopener">
<div class="work-info">
<h5>MuSEAgent: A Multimodal Reasoning Agent with Stateful Experiences</h5>
<p>A multimodal reasoning agent that abstracts interaction data into atomic decision experiences via hindsight reasoning, and adaptively exploits a quality-filtered experience bank with wide- and deep-search policies.</p>
<span class="work-venue">arXiv 2026</span>
</div>
<i class="fas fa-external-link-alt"></i>
</a>
<a href="https://arxiv.org/abs/2603.12155" class="work-item" target="_blank" rel="noopener">
<div class="work-info">
<h5>GlyphBanana: Advancing Precise Text Rendering Through Agentic Workflows</h5>
<p>An agentic workflow that progressively refines text rendering for high-fidelity multilingual typography in image generation.</p>
<span class="work-venue">arXiv 2026</span>
</div>
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</a>
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<h1 class="title is-1 publication-title">
<img src="static/images/logo.png" alt="AgentDisCo logo" class="title-logo" />
<span class="title-text">AgentDisCo: Towards Disentanglement and Collaboration<br/>in Open-ended Deep Research Agents</span>
</h1>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://scholar.google.com/citations?user=unCPHQEAAAAJ&hl=zh-TW" target="_blank" rel="noopener">Jiarui Jin</a>,</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=UG5zvlQAAAAJ&hl=zh-TW&oi=ao" target="_blank" rel="noopener">Zexuan Yan</a>,</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?hl=zh-TW&user=I2mJiX8AAAAJ" target="_blank" rel="noopener">Shijian Wang</a>,</span>
<span class="author-block">
<a href="https://wxjiao.github.io/" target="_blank" rel="noopener">Wenxiang Jiao</a>,</span>
<span class="author-block">
<a href="#" target="_blank" rel="noopener">Yuan Lu</a></span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block">Xiaohongshu Inc.</span><br/>
<!-- <span class="eql-cntrb"><small><sup>*</sup>Indicates Equal Contribution</small></span> -->
</div>
<div class="column has-text-centered">
<div class="publication-links">
<span class="link-block">
<a href="static/pdfs/Deep_Research_XHS.pdf" target="_blank" rel="noopener"
class="external-link button is-normal is-rounded is-dark">
<span class="icon"><i class="fas fa-file-pdf"></i></span>
<span>Paper</span>
</a>
</span>
<span class="link-block">
<a href="https://arxiv.org/abs/2605.11732" target="_blank" rel="noopener"
class="external-link button is-normal is-rounded is-dark">
<span class="icon"><i class="ai ai-arxiv"></i></span>
<span>arXiv</span>
</a>
</span>
<span class="link-block">
<a href="https://github.com/AgentDisCo-Project" target="_blank" rel="noopener"
class="external-link button is-normal is-rounded is-dark">
<span class="icon"><i class="fab fa-github"></i></span>
<span>Code</span>
</a>
</span>
<span class="link-block">
<a href="#gala-benchmark"
class="external-link button is-normal is-rounded is-dark">
<span class="icon"><i class="fas fa-database"></i></span>
<span>GALA Benchmark</span>
</a>
</span>
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<span>RACE Data</span>
</a>
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<a href="#demos"
class="external-link button is-normal is-rounded is-dark">
<span class="icon"><i class="fas fa-play-circle"></i></span>
<span>Demo</span>
</a>
</span>
<span class="link-block">
<a href="#renderer-gallery"
class="external-link button is-normal is-rounded is-dark">
<span class="icon"><i class="fas fa-palette"></i></span>
<span>Renderer Gallery</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- TL;DR card (replaces both the standalone teaser figure and the long abstract) -->
<section class="section tldr-section">
<div class="container is-max-desktop">
<div class="tldr-card">
<div class="tldr-head">
<span class="tldr-pill">TL;DR</span>
<h2 class="tldr-title">
A <em>disentangled & collaborative</em> agentic architecture for open-ended deep research.
</h2>
</div>
<p class="tldr-lede">
<strong>AgentDisCo</strong> decouples outline synthesis from search-query planning into a
<strong>Critic Agent</strong> and a <strong>Generator Agent</strong> that adversarially co-evolve
through structured <em>blueprints</em> over a shared <em>Document Bank</em> — instead of
fusing information exploration and exploitation into a single, undifferentiated module.
</p>
<ul class="tldr-bullets">
<li>
<div class="tldr-bullet-head">
<i class="fas fa-puzzle-piece"></i>
<h4 class="tldr-bullet-title">Disentangled Architecture</h4>
</div>
<p class="tldr-bullet-desc">
A critic / generator decomposition that turns deep research into adversarial optimization
between information exploration and exploitation, mediated by structured blueprints.
</p>
</li>
<li>
<div class="tldr-bullet-head">
<i class="fas fa-cogs"></i>
<h4 class="tldr-bullet-title">Meta-Optimization Harness</h4>
</div>
<p class="tldr-bullet-desc">
A code-generation-driven harness (Claude-Code / Codex) that automatically explores agent
configurations and assembles a reusable <em>policy bank</em> of design strategies.
</p>
</li>
<li>
<div class="tldr-bullet-head">
<i class="fas fa-database"></i>
<h4 class="tldr-bullet-title">GALA Benchmark</h4>
</div>
<p class="tldr-bullet-desc">
A new benchmark that mines latent deep research interests from real user browsing history,
reflecting organic everyday information needs beyond academic queries.
</p>
</li>
<li>
<div class="tldr-bullet-head">
<i class="fas fa-palette"></i>
<h4 class="tldr-bullet-title">Multimodal Renderer</h4>
</div>
<p class="tldr-bullet-desc">
A lightweight rendering agent that converts research reports into HTML, posters, and slides,
powering the <em>AutoResearch Your Interest</em> product demo.
</p>
</li>
</ul>
</div>
</div>
</section>
<!-- Architecture / Method overview -->
<section class="section">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column is-full">
<h2 class="title is-3 has-text-centered">System Architecture</h2>
<figure class="image method-figure">
<img src="static/images/agentdisco_comparison.png" alt="Comparison of deep research paradigms and the AgentDisCo architecture." loading="lazy"/>
<figcaption>
<strong>AgentDisCo</strong> decouples outline synthesis from search-query planning into a
<em>Critic Agent</em> and a <em>Generator Agent</em> that adversarially co-evolve through
structured <em>blueprints</em> over a shared <em>Document Bank</em>, in contrast to
conventional pipelines (a, b) that fuse the two roles into a single, undifferentiated module.
</figcaption>
</figure>
<div class="content has-text-justified">
<p>
AgentDisCo is built around an <em>outline optimization loop</em> in which a cold, evaluative
<strong>Critic Agent</strong> and a hot, generative <strong>Generator Agent</strong> communicate through
structured <strong>blueprints</strong>. Each blueprint binds a planned narrative section to a list of
targeted search queries, ensuring that retrieval at every iteration is systematically aligned with the
intended scope of the final report.
</p>
<ul>
<li><strong>Planner Agent</strong> classifies the user query into a response style (decision-making vs. information-seeking) and configures the downstream loop.</li>
<li><strong>Critic Agent</strong> rates the current outline, identifies information gaps, and emits blueprints with section-level subqueries.</li>
<li><strong>Generator Agent</strong> retrieves updated evidence and revises the outline draft along with extracted references.</li>
<li><strong>Document Bank & Memory Bank</strong> sustain citation fidelity across turns and prevent <em>citation drift</em>.</li>
<li><strong>Writer Agent</strong> turns the converged outline into a long-form report with intent-driven hierarchical generation.</li>
<li><strong>Render Agent</strong> transforms the report into HTML, posters, slides and other multimodal deliverables.</li>
</ul>
</div>
</div>
</div>
</div>
</section>
<!-- GALA benchmark + AutoResearch -->
<section class="section hero is-light" id="gala-benchmark">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column is-full">
<h2 class="title is-3 has-text-centered">GALA: General AI Life Assistants</h2>
<div class="content has-text-justified">
<p>
Existing deep research benchmarks predominantly focus on academic or domain-specific consulting queries,
which diverge from the breadth and diversity of real-world user needs. We introduce
<strong>GALA</strong> — a benchmark constructed through an agentic workflow that automatically
mines latent deep research interests from users' historical browsing behavior on the Xiaohongshu
platform, enabling a more faithful reflection of organic, everyday information needs.
</p>
<p>
On top of GALA, we build <strong>“AutoResearch Your Interest”</strong>, an end-user
demonstration that automatically curates personalized deep research recommendations from a user
profile, runs them through AgentDisCo, and delivers the results as visually rich rednote-style posters.
</p>
</div>
<figure class="image method-figure">
<img src="static/images/agentdisco_harness.png" alt="GALA benchmark mining pipeline and AutoResearch Your Interest demo." loading="lazy"/>
<figcaption>
From a user's interaction history, the mining pipeline extracts <em>GALA</em> queries that reflect real
information needs. AgentDisCo (Planner → Critic & Generator → Writer → Render)
transforms each query into a structured outline, a long-form report, and a gallery of rednote-style
poster pages.
</figcaption>
</figure>
<!--
<div class="resource-grid">
<a class="resource-card" href="static/pdfs/Deep_Research_XHS.pdf" target="_blank" rel="noopener">
<span class="resource-icon"><i class="fas fa-file-pdf"></i></span>
<span class="resource-body">
<strong>Deep Research XHS Paper</strong>
<span>Read the full project paper as a PDF.</span>
</span>
<i class="fas fa-arrow-up-right-from-square"></i>
</a>
<a class="resource-card" href="race_data.jsonl" target="_blank" rel="noopener">
<span class="resource-icon"><i class="fas fa-table"></i></span>
<span class="resource-body">
<strong>RACE Benchmark Data</strong>
<span>Download JSONL queries with RACE criteria and weights.</span>
</span>
<i class="fas fa-arrow-up-right-from-square"></i>
</a>
</div>
-->
</div>
</div>
</div>
</section>
<!-- Demos: case videos -->
<section class="hero is-small" id="demos">
<div class="hero-body">
<div class="container is-max-desktop">
<h2 class="title is-3 has-text-centered">Demonstrations</h2>
<p class="has-text-centered demo-intro">
Each case below is an end-to-end recording of AgentDisCo: from the user query, through the
critic–generator outline loop and long-form writing, to the final multimodal poster
rendering produced by the Render Agent.
</p>
<div class="case-grid">
<div class="case-card">
<video class="case-video" controls muted loop preload="metadata" playsinline>
<source src="static/videos/case1.mp4" type="video/mp4">
Your browser does not support the video tag.
</video>
<div class="case-caption">
<span class="case-tag">Case 1 · Policy Interpretation</span>
<p>
<em>“2026年北京《非机动车管理条例》新规详解：蓝牌轻便摩托车 F 证考核要求、号牌十年有效期届满后的续期手续，以及非法改装判定的具体技术标准？”</em>
</p>
<p class="case-en">
A multi-faceted policy-interpretation query about Beijing's 2026 non-motorized vehicle regulations,
covering F-license testing, license-plate renewal after the 10-year validity, and technical
criteria for illegal modifications.
</p>
</div>
</div>
<div class="case-card">
<video class="case-video" controls muted loop preload="metadata" playsinline>
<source src="static/videos/case2.mp4" type="video/mp4">
Your browser does not support the video tag.
</video>
<div class="case-caption">
<span class="case-tag">Case 2 · Industry Report</span>
<p>
<em>“2025 小红书发展报告”</em>
</p>
<p class="case-en">
An open-ended industry-report query — <em>2025 Xiaohongshu (rednote) Development Report</em> —
that requires broad evidence aggregation, structured outlining, and visually rich poster rendering.
</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Multimodal Renderer Gallery -->
<section class="hero is-small" id="renderer-gallery">
<div class="hero-body">
<div class="container is-max-desktop">
<h2 class="title is-3 has-text-centered">Multimodal Renderer Gallery</h2>
<p class="has-text-centered demo-intro">
The same converged research report can be rendered into a wide spectrum of presentation formats by
the <strong>Render Agent</strong>. Below we showcase three real user queries, each materialized into
a <em>web poster</em> and three styles of slides — <em>Doraemon</em>, <em>Xiaohongshu (rednote)</em>,
and <em>handdrawn collage</em> — entirely from the same underlying report.
</p>
<div class="renderer-tabs">
<button class="renderer-tab is-active" data-query="a">
<i class="fas fa-mountain"></i>
<span>Disney · Duffy Spring Carnival</span>
</button>
<button class="renderer-tab" data-query="b">
<i class="fas fa-box-open"></i>
<span>Disney · Blind-Box Strategy</span>
</button>
<button class="renderer-tab" data-query="c">
<i class="fas fa-route"></i>
<span>HK & Macau · 5-Day Tour</span>
</button>
</div>
<!-- ============= Query A: Disney Duffy Spring Carnival ============= -->
<div class="renderer-panel is-active" data-query="a">
<div class="query-card">
<span class="query-label">Query</span>
<p class="query-text">
“2026年3月香港迪士尼「达菲与好友」春日庆典逆时针避人流及调研礼品获取全攻略”
<span class="query-en">A travel-planning query about the 2026 Hong Kong Disneyland Duffy &
Friends Spring Carnival: counter-clockwise crowd-avoidance routes and the survey-gift mini-game.</span>
</p>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-web"><i class="fas fa-globe"></i> Web Poster</span>
<span class="style-desc">Self-contained interactive HTML page with navigation, sections and inline citations.</span>
<a class="style-open-btn" href="static/images/report_job_20260426_173125_output/poster_llm__report_web_reduced.html" target="_blank" rel="noopener">
Open full poster <i class="fas fa-arrow-up-right-from-square"></i>
</a>
</div>
<div class="style-content">
<iframe class="style-iframe" src="static/images/report_job_20260426_173125_output/poster_llm__report_web_reduced.html" loading="lazy" title="Web poster A"></iframe>
</div>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-doraemon"><i class="fas fa-presentation"></i> Doraemon Slides</span>
<span class="style-desc">16:9 presentation deck with mascot illustrations — ideal for sharing on social posts and family chats.</span>
</div>
<div class="style-strip">
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_01.png" loading="lazy" alt="Doraemon slide 1"/>
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_02.png" loading="lazy" alt="Doraemon slide 2"/>
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_03.png" loading="lazy" alt="Doraemon slide 3"/>
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_04.png" loading="lazy" alt="Doraemon slide 4"/>
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_05.png" loading="lazy" alt="Doraemon slide 5"/>
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_06.png" loading="lazy" alt="Doraemon slide 6"/>
<img src="static/images/report_job_20260426_173125_output_slides_doraemon/slides_images/slide_07.png" loading="lazy" alt="Doraemon slide 7"/>
</div>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-xhs"><i class="fas fa-mobile-screen"></i> Xiaohongshu Slides</span>
<span class="style-desc">9:16 vertical posters in the rednote (Xiaohongshu) lifestyle aesthetic, ready for one-tap publishing — with auto-generated post copy, alt-titles and hashtags.</span>
<a class="style-open-btn" href="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/xhs_post.html" target="_blank" rel="noopener">
Open full XHS post <i class="fas fa-arrow-up-right-from-square"></i>
</a>
</div>
<div class="xhs-copy-card">
<div class="xhs-copy-header">
<span class="xhs-copy-icon">📕</span>
<h4 class="xhs-copy-title">2026春日达菲攻略🔥</h4>
</div>
<div class="xhs-copy-tags">
<span>#香港迪士尼</span><span>#达菲与好友</span><span>#春日庆典</span><span>#避人流攻略</span><span>#调研礼品</span>
</div>
<details class="xhs-copy-body">
<summary>Show full rednote copy <i class="fas fa-chevron-down"></i></summary>
<div class="xhs-copy-body-text">
<p>姐妹们！！2026年3月香港迪士尼「达菲与好友」春日庆典的隐藏玩法我挖到了！！别再傻傻排队拍达菲了，看完这篇你就是园内最会玩的显眼包～🌟</p>
<p>📍逆时针避人流动线：入园直冲「明日世界」！别管美国小镇大街人山人海，咱反着来！先玩科技项目→幻想世界童话互动→反斗奇兵+迷离庄园+灰熊山谷（中午前搞定！）→傍晚回小镇大街拍逆光美照+看夜秀！光线绝了，人还少，效率拉满～🚀</p>
<p>🎁调研礼品白嫖攻略：园内穿马甲/拿平板的工作人员别放过！他们问的题超固定：米奇1928年出生、朱迪有275个兄弟姐妹、唐老鸭帽子是蓝波点！答对就能换限量挂饰/公仔！兑换点在「广场时尚店」或「安仔玩具箱」～首次入园/生日还能领徽章！别错过！🎉</p>
<p>🌊2026春日限定水手造型：达菲家族全员换装！达菲、雪莉玫、星黛露…七位萌友穿水手服超治愈！活动从3月20日到6月7日，港人还有75折票+餐饮券！现在订票最划算～✨</p>
<p>别再被攻略骗了！这份逆时针+调研双buff攻略，让你玩得爽、拍得美、拿得满！冲就对了！💃</p>
</div>
<div class="xhs-copy-alts">
<span class="xhs-copy-alts-label">Alt titles</span>
<span class="xhs-alt">逆时针玩转港迪！</span>
<span class="xhs-alt">调研礼品白拿指南🎁</span>
<span class="xhs-alt">水手达菲萌炸了～</span>
<span class="xhs-alt">避人流神操作💥</span>
</div>
</details>
</div>
<div class="style-strip is-portrait">
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_01.png" loading="lazy" alt="XHS slide 1"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_02.png" loading="lazy" alt="XHS slide 2"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_03.png" loading="lazy" alt="XHS slide 3"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_04.png" loading="lazy" alt="XHS slide 4"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_05.png" loading="lazy" alt="XHS slide 5"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_06.png" loading="lazy" alt="XHS slide 6"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_07.png" loading="lazy" alt="XHS slide 7"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_08.png" loading="lazy" alt="XHS slide 8"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_09.png" loading="lazy" alt="XHS slide 9"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_10.png" loading="lazy" alt="XHS slide 10"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_11.png" loading="lazy" alt="XHS slide 11"/>
<img src="static/images/report_job_20260426_173125_output_slides_xhs/xhs_slides/slide_12.png" loading="lazy" alt="XHS slide 12"/>
</div>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-handdrawn"><i class="fas fa-pencil"></i> Handdrawn Slides</span>
<span class="style-desc">Notebook-style collage with washi tape, stickers and hand-drawn maps for a warm, journal-like feel — same converged report, re-styled into a cozier rednote post.</span>
<a class="style-open-btn" href="static/images/output_handdrawn/result3/xhs_slides/xhs_post.html" target="_blank" rel="noopener">
Open full XHS post <i class="fas fa-arrow-up-right-from-square"></i>
</a>
</div>
<div class="xhs-copy-card">
<div class="xhs-copy-header">
<span class="xhs-copy-icon">📕</span>
<h4 class="xhs-copy-title">2026春日达菲攻略🔥</h4>
</div>
<div class="xhs-copy-tags">
<span>#香港迪士尼</span><span>#达菲与好友</span><span>#春日庆典</span><span>#避人流攻略</span><span>#调研礼品</span>
</div>
<details class="xhs-copy-body">
<summary>Show full rednote copy <i class="fas fa-chevron-down"></i></summary>
<div class="xhs-copy-body-text">
<p>姐妹们！！2026年3月香港迪士尼「达菲与好友」春日庆典的攻略我给你们肝出来了！！不看这篇你真的会哭着出园…😭</p>
<p>首先！别一进门就冲美国小镇大街！错！大错特错！🙅♀️ 正确姿势是：直奔明日世界！逆时针绕园！这样能完美避开早高峰人潮，把热门项目比如「魔雪奇缘世界」和「迷离庄园」全刷完～等别人排到腿软，你已经在灰熊山谷拍完美照喝奶茶了🥤</p>
<p>重点来了！！调研礼品不是玄学！是攻略！🎯 园内会有人举平板找你做问卷，答对几个冷知识就能换限定周边！比如：米奇是1928年出生的，朱迪有275个兄弟姐妹～提前背熟，换挂饰/公仔手到擒来！兑换点在「广场时尚店」或「安仔玩具箱」，记得带门票二维码！</p>
<p>2026年主题是「水手达菲」！全员穿水手服！萌到犯规！🌊 从3月20日开到6月7日，香港居民还有75折门票+餐饮券！冲就对了！生日/首访记得去「市镇会堂」领徽章，仪式感拉满！</p>
<p>最后小贴士：傍晚回美国小镇大街拍照光线绝美！还能顺便看夜间表演+买限定周边～完美闭环！✨</p>
</div>
<div class="xhs-copy-alts">
<span class="xhs-copy-alts-label">Alt titles</span>
<span class="xhs-alt">逆时针玩转港迪💥</span>
<span class="xhs-alt">调研礼品白拿秘籍🎁</span>
<span class="xhs-alt">水手达菲萌哭我😭</span>
<span class="xhs-alt">避人流神操作💯</span>
</div>
</details>
</div>
<div class="style-strip is-portrait">
<img src="static/images/output_handdrawn/result3/xhs_slides/slide_01.png" loading="lazy" alt="Handdrawn slide 1"/>
<img src="static/images/output_handdrawn/result3/xhs_slides/slide_03.png" loading="lazy" alt="Handdrawn slide 3"/>
<img src="static/images/output_handdrawn/result3/xhs_slides/slide_04.png" loading="lazy" alt="Handdrawn slide 4"/>
<img src="static/images/output_handdrawn/result3/xhs_slides/slide_05.png" loading="lazy" alt="Handdrawn slide 5"/>
<img src="static/images/output_handdrawn/result3/xhs_slides/slide_06.png" loading="lazy" alt="Handdrawn slide 6"/>
</div>
</div>
</div>
<!-- ============= Query B: Disney Blind-Box ============= -->
<div class="renderer-panel" data-query="b">
<div class="query-card">
<span class="query-label">Query</span>
<p class="query-text">
“2026年3月香港迪士尼‘逆时针爆刷’动线与盲盒‘盒法’实操全报告”
<span class="query-en">A guide on counter-clockwise speed-running of Hong Kong Disneyland in March 2026,
combined with weight-and-center-of-gravity tactics for guaranteed blind-box hits.</span>
</p>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-web"><i class="fas fa-globe"></i> Web Poster</span>
<span class="style-desc">Self-contained interactive HTML page with navigation, sections and inline citations.</span>
<a class="style-open-btn" href="static/images/report_job_20260426_173147_output/poster_llm__report_web_reduced.html" target="_blank" rel="noopener">
Open full poster <i class="fas fa-arrow-up-right-from-square"></i>
</a>
</div>
<div class="style-content">
<iframe class="style-iframe" src="static/images/report_job_20260426_173147_output/poster_llm__report_web_reduced.html" loading="lazy" title="Web poster B"></iframe>
</div>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-doraemon"><i class="fas fa-presentation"></i> Doraemon Slides</span>
<span class="style-desc">16:9 presentation deck with mascot illustrations — ideal for sharing on social posts and family chats.</span>
</div>
<div class="style-strip">
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_01.png" loading="lazy" alt="Doraemon slide 1"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_02.png" loading="lazy" alt="Doraemon slide 2"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_03.png" loading="lazy" alt="Doraemon slide 3"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_04.png" loading="lazy" alt="Doraemon slide 4"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_05.png" loading="lazy" alt="Doraemon slide 5"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_06.png" loading="lazy" alt="Doraemon slide 6"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_07.png" loading="lazy" alt="Doraemon slide 7"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_08.png" loading="lazy" alt="Doraemon slide 8"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_09.png" loading="lazy" alt="Doraemon slide 9"/>
<img src="static/images/report_job_20260426_173147_output_slides_doraemon/slides_images/slide_10.png" loading="lazy" alt="Doraemon slide 10"/>
</div>
</div>
<div class="style-row">
<div class="style-header">
<span class="style-tag style-tag-xhs"><i class="fas fa-mobile-screen"></i> Xiaohongshu Slides</span>
<span class="style-desc">9:16 vertical posters in the rednote (Xiaohongshu) lifestyle aesthetic, ready for one-tap publishing — with auto-generated post copy, alt-titles and hashtags.</span>
<a class="style-open-btn" href="static/images/report_job_20260426_173147_output_slides_xhs/xhs_slides/xhs_post.html" target="_blank" rel="noopener">
Open full XHS post <i class="fas fa-arrow-up-right-from-square"></i>
</a>
</div>
<div class="xhs-copy-card">
<div class="xhs-copy-header">
<span class="xhs-copy-icon">📕</span>
<h4 class="xhs-copy-title">2026港迪逆时针爆刷法！🔥</h4>
</div>
<div class="xhs-copy-tags">
<span>#香港迪士尼攻略</span><span>#2026港迪必看</span><span>#盲盒必中技巧</span><span>#逆时针爆刷法</span><span>#避峰出行指南</span>
</div>
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<summary>Show full rednote copy <i class="fas fa-chevron-down"></i></summary>
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<p>姐妹们！！2026年3月去香港迪士尼的都给我锁死这篇！💥我花了200小时+实地踩点+物理称重实验，终于搞出一套「逆时针爆刷+盲盒必中」王炸组合技！不踩雷、不排队、不踩坑，一天刷15个项目+精准拿下小飞象&蜂蜜罐盲盒，你敢信？！🤯</p>
<p>📍【逆时针动线避坑指南】<br/>别再傻傻顺时针排队了！2026年3月"星战极速穿梭"和"迪士尼铁路"都在修！🚫所以从"明日世界"开刷才是王道～<br/>👉清晨提前入园→直冲"魔雪奇缘世界"通关双项目（雪岭滑雪橇+魔雪奇幻之旅）❄️<br/>👉接着逆时针冲"铁甲奇侠"+"蚁侠黄蜂女"→拐进"幻想世界"刷小熊维尼🍯<br/>👉后半程"反斗奇兵"→"迷离庄园"→"灰熊山谷"→"探险世界"→最后美国大街血拼🛍️<br/>⚠️排队超60分钟？立刻用App切项目+预约"森林小天地"卡，节奏拿捏得死死的！</p>
<p>🎁【盲盒必中"盒法"大公开】<br/>别再靠运气摇盲盒了！我用电子秤+重心法实测100%命中率！<br/>🐘小飞象款：克数130g+！摇起来侧边有阻力，耳朵卡盒壁，晃不动！<br/>🍯蜂蜜罐款：重心超低！垂直摇基本不动，声音沉闷像敲木头～<br/>📍买盲盒认准"滴答精品店"或"美国大街旗舰店"，批次新+防伪码可比对，误差归零！</p>
<p>📅【黄金避峰时间表】<br/>3月1日-19日！周二到周四！人最少！错峰王炸！💥<br/>3月20日起达菲春日活动回归！人潮爆炸！达菲粉请自备小板凳排队！🚫<br/>⚠️如果非得3月20日后去，记得提前买票拿限定拼图+餐饮折扣，省点是一点！</p>
<p>姐妹们，这套方案我亲测有效！2026年3月冲港迪的，赶紧收藏+转发给你的闺蜜团！别等爆满才后悔！💪</p>
</div>
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<span class="xhs-copy-alts-label">Alt titles</span>
<span class="xhs-alt">盲盒必中神技曝光！🎯</span>
<span class="xhs-alt">3月去港迪的都给我看！</span>
<span class="xhs-alt">避开人潮的隐藏动线！🤫</span>
<span class="xhs-alt">达菲粉慎入！避峰指南⚠️</span>
</div>
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<span class="style-tag style-tag-handdrawn"><i class="fas fa-pencil"></i> Handdrawn Slides</span>
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<span class="xhs-copy-icon">📕</span>
<h4 class="xhs-copy-title">2026港迪逆时针爆刷！</h4>
</div>
<div class="xhs-copy-tags">
<span>#香港迪士尼攻略</span><span>#盲盒必中技巧</span><span>#逆时针游玩路线</span><span>#2026港迪错峰指南</span><span>#迪士尼隐藏玩法</span>
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<p>姐妹们！！2026年3月去香港迪士尼的宝子们注意了⚠️ 这篇笔记能让你一天刷15个项目+盲盒100%抽中梦中情盒！！别再瞎排了，看完这篇直接封神～</p>
<p>✨逆时针动线才是王道！从"明日世界"冲起，避开维修的星战和铁路，直接丝滑通关铁甲奇侠+蚁人特攻！再拐进幻想世界撸维尼，节奏拉满不踩雷～</p>
<p>❄️清晨提前入园？直奔"魔雪奇缘世界"！雪岭滑雪橇+魔雪奇幻之旅，趁人少全拿下！记得带保温杯，排队时喝口热饮超治愈～</p>
<p>🧸盲盒党看过来！小飞象款=重+晃不动！蜂蜜罐=底沉+声音闷！拿电子秤+手摇+听声三连击，闭眼选都能中！阿德尔港畔滴答精品店最稳，批次新+防伪码可查，不踩雷！</p>
<p>📅3月1日-19日周二到周四才是黄金期！人少到像包场～3月20日达菲春日活动一开，人潮直接爆炸！想清净玩的姐妹千万别踩坑！</p>
<p>🚨突发情况？别慌！App查排队时间+森林小天地预约卡，灵活调整节奏，绝不浪费一分钟！迷离大宅和极速矿车必玩，拍照超出片！</p>
<p>最后提醒：门票提前买！MyDisney HK账户有拼图+餐饮折扣，省下的钱买盲盒不香吗？！冲鸭～</p>
</div>
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<span class="xhs-copy-alts-label">Alt titles</span>
<span class="xhs-alt">盲盒必中神技曝光💥</span>
<span class="xhs-alt">3月错峰玩转港迪！</span>
<span class="xhs-alt">避开人潮的隐藏动线🚀</span>
<span class="xhs-alt">称重+重心=盲盒王👑</span>
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</div>
<!-- ============= Query C: HK & Macau 5-Day Tour ============= -->
<div class="renderer-panel" data-query="c">
<div class="query-card">
<span class="query-label">Query</span>
<p class="query-text">
“2026 港澳 5 天 4 夜深度游：跨境包车衔接、迪士尼 20 周年庆典与蝴蝶主题生态游专项报告”
<span class="query-en">A 5-day-4-night Hong Kong & Macau tour combining cross-border chartered transport,
Disney 20th-anniversary celebrations and butterfly-themed eco-tourism.</span>
</p>
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<h4 class="xhs-copy-title">2026港澳游王炸攻略！</h4>
</div>
<div class="xhs-copy-tags">
<span>#港澳旅游攻略</span><span>#迪士尼20周年</span><span>#跨境包车</span><span>#省钱订房</span><span>#蝴蝶生态游</span>
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<p>姐妹们！！2026年港澳5天4夜深度游的王炸攻略我终于肝出来了！！💥 不用换乘、不用搬行李、不用排队、还能省下大几千…这波不冲真的亏到哭😭</p>
<p>🚗 深圳出发的宝子听好！跨境包车直接安排埃尔法/阿尔法！24小时上门接你，过关全程不用下车！行李放车上就行～人均80元起！比打车+地铁+换乘香一万倍！特别是带娃or行李多的，这钱花得值到飞起！✨</p>
<p>🇭🇰 抵达香港第一站：迪士尼20周年限定派对！🎉 2026年6月7日前都还有！巡游+限定周边+城堡派对…买2日票加100港币，还能抢指定观赏区！记得提前预约！别白跑一趟啊啊啊！🎫</p>
<p>🦋 自然控必看！香港大埔凤园蝴蝶保育区，20港币看200种蝴蝶！澳门路环石排湾蝴蝶园2026年Q1开放！全新交互体验+两栖馆，预约走"一户通"就行～亲子/情侣/治愈系玩家闭眼冲！🌿</p>
<p>🇲🇴 到澳门别打车！"发财车"免费穿梭巴士全城覆盖！威尼斯人5分钟一班！银河10-15分钟！关闸→路氹→老城区全靠它，省下交通费去吃葡挞不香吗？🍪</p>
<p>🏨 订房省钱大法来了！美团双券叠加+去哪儿银行立减+通兑房券！实测能省15%-30%！重点选"免费取消+含早"房型！万一改行程也不怕～💳</p>
<p>🛂 2026通关新规超友好！7岁娃就能走自助通道！刷脸过关秒过！深圳户籍"一签多行"，珠海"一周一行"…商务签还能呆14天！效率拉满！⚡️</p>
<p>这趟行程真的把"丝滑""省钱""深度"全拉满了！2026年冲港澳的姐妹，这篇直接存好！别等火了才后悔没早看～💌</p>
</div>
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<span class="xhs-alt">迪士尼20周年必冲！</span>
<span class="xhs-alt">跨境包车丝滑到哭～</span>
<span class="xhs-alt">蝴蝶生态游太治愈了！</span>
<span class="xhs-alt">省下30%住宿费秘籍！</span>
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<h4 class="xhs-copy-title">2026港澳游天花板！🦋</h4>
</div>
<div class="xhs-copy-tags">
<span>#港澳旅游攻略</span><span>#迪士尼20周年</span><span>#跨境包车</span><span>#澳门发财车</span><span>#蝴蝶生态游</span>
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<p>姐妹们！！2026年港澳游真的要提前锁死！！！我扒了整整3周的攻略，从交通到门票到订房，全给你整明白～别等别人发朋友圈你才后悔没早看！💥</p>
<p>首先！跨境包车真的不是智商税！！从深圳出发直接坐埃尔法，过关不用下车搬行李，全程躺着刷手机～人均80+就能享受VIP待遇，带娃/带行李/懒人党闭眼冲！🚗💨</p>
<p>到了澳门别傻傻打车！"发财车"才是真·省钱神器！威尼斯人、巴黎人、银河…班次密到5分钟一班，路线图提前存好，转乘玩转路氹+老城区，交通费直接省下500+！🚌💸</p>
<p>重点来了！！2026上半年迪士尼20周年限定活动必须冲！！巡游+限定周边+美食全都有，而且6月7日前结束！门票记得提前预约！买2日票加100港币，还能抢"城堡派对"VIP区，拍照发朋友圈直接封神！🏰✨</p>
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<span class="xhs-alt">澳门发财车全攻略💰</span>
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<pre id="bibtex-code"><code>@misc{agentdisco,
title={AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents},
author={Jiarui Jin and Zexuan Yan and Shijian Wang and Wenxiang Jiao and Yuan Lu},
year={2026},
eprint={2605.11732},
archivePrefix={arXiv},
primaryClass={cs.IR},
url={https://arxiv.org/abs/2605.11732},
}</code></pre>
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