Redesign Juneo Lab with a bold Neo Lab identity and bilingual manifesto

.gitattributes

@@ -35,3 +35,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 juneo-teaser-en.png filter=lfs diff=lfs merge=lfs -text
 juneo-teaser-zh.png filter=lfs diff=lfs merge=lfs -text
+juneo-neo-teaser.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -2,88 +2,80 @@
 title: Juneo Lab
 emoji: 🐉
 colorFrom: red
-colorTo: yellow
+colorTo: gray
 sdk: static
 pinned: false
 ---
 
-<div style="position:relative;padding-top:53px">
+<div style="position:relative;padding-top:54px">
 <details name="juneo-language" open style="margin:0;padding:0;border:0">
-<summary style="position:absolute;top:0;left:0px;cursor:pointer;padding:9px 16px;border:1px solid #e1c5b6;border-radius:8px;background:#fff8f2;color:#913716;font-size:14px;font-weight:600;line-height:20px">English</summary>
-<div lang="en" style="background:#faf9f6;color:#26231f;border:1px solid #e8e3da;border-radius:12px;overflow:hidden">
-<a href="https://juneo.ai" style="display:block"><img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/juneo-teaser-en.png" alt="Juneo Lab — Intelligence. In your hands." width="1600" style="display:block;width:100%;height:auto;margin:0;border:0" /></a>
-<div style="padding:28px">
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">SAFE · PERSONAL · ON DEVICE</p>
-<h2 style="font-family:Georgia,'Songti SC',serif;font-size:30px;font-weight:400;line-height:1.25;letter-spacing:-0.5px;margin:0 0 18px;color:#25211d;border:0">From the edge to AGI.<br>Intelligence on every device.</h2>
-<p style="font-size:15px;line-height:1.85;color:#57514a;margin:0 0 12px">Juneo Lab builds safe, accessible, self-evolving on-device agents. We bring models, memory, and tools closer to your device, so you stay in control of your data, context, and intelligence.</p>
-<p style="font-size:14px;line-height:1.8;margin:0 0 20px;color:#7b3d26">Our mission is to put safe, efficient AGI in everyone's hands.</p>
-<p style="margin:0 0 30px"><a href="https://juneo.ai" style="display:inline-block;background:#c7461e;color:#fff;padding:10px 17px;border-radius:7px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">Visit juneo.ai ↗</a> <a href="https://juneo.ai/#agent" style="display:inline-block;color:#9a3412;padding:10px 15px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">Explore Juneo →</a></p>
-<div style="height:1px;background:#ded8cf;margin:0 0 27px"></div>
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">OUR FOCUS</p>
-<h3 style="font-family:Georgia,'Songti SC',serif;font-weight:400;font-size:24px;line-height:1.4;margin:0 0 22px;color:#25211d">Intelligence, grounded in your world.</h3>
-<div style="display:flex;flex-wrap:wrap;gap:20px;margin:0 0 30px">
-<div style="flex:1 1 200px;min-width:0;border-top:2px solid #c44b28;padding:16px 0 0"><p style="font-family:Georgia,serif;color:#bc5734;font-size:17px;margin:0 0 9px">01</p><h4 style="font-size:16px;line-height:1.5;font-weight:600;color:#25211d;margin:0 0 9px">On-device intelligence</h4><p style="font-size:14px;line-height:1.85;color:#60584f;margin:0">Local files, project history, and relevant memory give agents richer context. Combine local models with remote reasoning when the task calls for it.</p></div>
-<div style="flex:1 1 200px;min-width:0;border-top:2px solid #c44b28;padding:16px 0 0"><p style="font-family:Georgia,serif;color:#bc5734;font-size:17px;margin:0 0 9px">02</p><h4 style="font-size:16px;line-height:1.5;font-weight:600;color:#25211d;margin:0 0 9px">Agents that finish the work</h4><p style="font-size:14px;line-height:1.85;color:#60584f;margin:0">Connect goals, tools, delegation, and verifiable artifacts in one task. Schedule recurring work and keep each run in task history.</p></div>
-<div style="flex:1 1 200px;min-width:0;border-top:2px solid #c44b28;padding:16px 0 0"><p style="font-family:Georgia,serif;color:#bc5734;font-size:17px;margin:0 0 9px">03</p><h4 style="font-size:16px;line-height:1.5;font-weight:600;color:#25211d;margin:0 0 9px">Trust and control</h4><p style="font-size:14px;line-height:1.85;color:#60584f;margin:0">Prepare and redact data locally, decide what leaves your device, and keep permission boundaries clear. Our roots are in AIGC detection, evaluation, and safety.</p></div>
+<summary style="position:absolute;top:0;left:0px;cursor:pointer;padding:10px 14px;border:1px solid #9c9c94;border-radius:0;background:#f2f2ec;color:#171713;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:12px;font-weight:600;line-height:20px">English</summary>
+<div lang="en" style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;background:#111111;color:#f4f4ed;border:1px solid #202020;overflow:hidden">
+<div style="display:flex;flex-wrap:wrap;justify-content:space-between;gap:8px;padding:16px 24px;border-bottom:1px solid #343432;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:1.4px;line-height:1.5;color:#c7c7c0"><span>JUNEO LAB</span><span>RESEARCH + ENGINEERING</span><span>FROM THE EDGE TO AGI ↗</span></div>
+<a href="https://juneo.ai" style="display:block"><img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/juneo-neo-teaser.png" alt="Juneo Lab — experimental chrome sculpture threaded with vermilion light" width="1672" style="display:block;width:100%;height:auto;margin:0;border:0" /></a>
+<div style="padding:38px 28px 42px">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#ff5a32;margin:0 0 22px">01 / THE CONVICTION</p>
+<h2 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-size:clamp(38px,5vw,64px);font-weight:800;letter-spacing:-2px;line-height:1.04;color:#f5f5ef;margin:0 0 24px;padding:0;border:0">THE FUTURE.<br>OURS TO BUILD.</h2>
+<p style="max-width:620px;font-size:16px;line-height:1.85;color:#bdbdb5;margin:0 0 18px">Powerful intelligence should belong to the people who use it. We're building toward that future, starting with safe, accessible, self-evolving agents on your own device.</p>
+<p style="font-size:13px;line-height:1.8;color:#f0f0e9;margin:0 0 27px">From the edge to AGI. Intelligence on every device.</p>
+<div style="display:flex;flex-wrap:wrap;align-items:center;gap:12px 22px"><a href="https://juneo.ai/#agent" style="display:inline-block;padding:12px 18px;background:#ff512b;color:#111111;text-decoration:none;font-size:13px;font-weight:700;line-height:1.5;border:1px solid #ff512b">Explore Juneo ↗</a><a href="https://juneo.ai/#about" style="font-size:13px;line-height:1.5;font-weight:600;color:#eeeee7;text-decoration:none;padding:10px 0">Inside the lab ↗</a></div>
 </div>
-<div style="background:#f0e9df;border:1px solid #e5dacd;border-radius:10px;padding:24px;margin:0 0 30px">
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">MEET JUNEO</p>
-<h3 style="font-family:Georgia,'Songti SC',serif;font-weight:400;font-size:26px;line-height:1.35;margin:0 0 12px;color:#25211d">Your context. Your tools.<br>Your agent.</h3>
-<p style="font-size:14px;line-height:1.85;color:#5c5146;margin:0 0 15px">Juneo turns complex work into a process you can follow—from the first request to the final artifact. Bring models, memory, and Skills together in one desktop workspace.</p>
-<a href="https://juneo.ai/#agent" style="color:#963616;text-decoration:none;font-size:14px;font-weight:600">Discover Juneo Agent ↗</a>
+<div style="background:#f2f2ec;color:#111111;padding:38px 28px 16px;border-top:4px solid #ff512b">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#b63819;margin:0 0 22px">02 / QUESTIONS WORTH THE WORK</p>
+<h3 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-weight:700;letter-spacing:-1.4px;font-size:clamp(30px,4vw,44px);line-height:1.14;color:#111111;margin:0 0 18px">Think further.<br>Build closer.</h3>
+<p style="max-width:620px;color:#5a5a53;font-size:14px;line-height:1.85;margin:0 0 30px">Our direction is ambitious. Our work starts with concrete systems: models, memory, tools, and the boundaries that make them trustworthy.</p>
+<div style="display:flex;flex-wrap:wrap;gap:12px 26px;border-top:1px solid #c8c8c2;padding:23px 0"><div style="flex:0 0 32px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;color:#e34620;font-size:12px;padding-top:4px">01</div><div style="flex:1 1 190px;min-width:0"><h4 style="color:#111111;font-size:21px;letter-spacing:-0.5px;line-height:1.25;font-weight:700;margin:0 0 10px">Intelligence, on device.</h4><p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:0.6px;color:#666660;line-height:1.8;margin:0">LOCAL MODELS / PERSONAL CONTEXT</p></div><p style="flex:1.45 1 240px;min-width:0;color:#52524d;font-size:14px;line-height:1.85;margin:0">How much intelligence can we bring closer to you? We work with local models, files, and project context, combining them with remote reasoning when the task calls for it.</p></div>
+<div style="display:flex;flex-wrap:wrap;gap:12px 26px;border-top:1px solid #c8c8c2;padding:23px 0"><div style="flex:0 0 32px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;color:#e34620;font-size:12px;padding-top:4px">02</div><div style="flex:1 1 190px;min-width:0"><h4 style="color:#111111;font-size:21px;letter-spacing:-0.5px;line-height:1.25;font-weight:700;margin:0 0 10px">Memory into action.</h4><p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:0.6px;color:#666660;line-height:1.8;margin:0">AGENT MEMORY / TOOLS / SKILLS</p></div><p style="flex:1.45 1 240px;min-width:0;color:#52524d;font-size:14px;line-height:1.85;margin:0">How do agents turn understanding into finished work? We connect relevant memory, tool use, and task history to outputs people can inspect and use.</p></div>
+<div style="display:flex;flex-wrap:wrap;gap:12px 26px;border-top:1px solid #c8c8c2;padding:23px 0"><div style="flex:0 0 32px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;color:#e34620;font-size:12px;padding-top:4px">03</div><div style="flex:1 1 190px;min-width:0"><h4 style="color:#111111;font-size:21px;letter-spacing:-0.5px;line-height:1.25;font-weight:700;margin:0 0 10px">Power with boundaries.</h4><p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:0.6px;color:#666660;line-height:1.8;margin:0">EVALUATION / PRIVACY / CONTROL</p></div><p style="flex:1.45 1 240px;min-width:0;color:#52524d;font-size:14px;line-height:1.85;margin:0">How do we make more capable systems worth trusting? Our roots are in AIGC detection, evaluation, and safety. Local preparation and explicit permissions keep user control in the loop.</p></div>
 </div>
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">ONE CONTINUOUS MISSION</p>
-<div style="display:flex;flex-wrap:wrap;gap:20px;margin:0 0 28px">
-<div style="flex:1 1 180px;min-width:0"><p style="font-family:Georgia,serif;font-size:26px;line-height:1.2;color:#9e5a3d;margin:3px 0 8px">2024</p><p style="font-size:14px;color:#25211d;font-weight:600;margin:0 0 6px">Trustworthy generation</p><p style="font-size:13px;line-height:1.8;color:#70655a;margin:0">AIGC detection, evaluation, and safety research.</p></div>
-<div style="flex:1 1 180px;min-width:0"><p style="font-family:Georgia,serif;font-size:26px;line-height:1.2;color:#9e5a3d;margin:3px 0 8px">2025</p><p style="font-size:14px;color:#25211d;font-weight:600;margin:0 0 6px">Intelligence in the field</p><p style="font-size:13px;line-height:1.8;color:#70655a;margin:0">Agent delivery across education, tax, manufacturing, and healthcare.</p></div>
-<div style="flex:1 1 180px;min-width:0"><p style="font-family:Georgia,serif;font-size:26px;line-height:1.2;color:#9e5a3d;margin:3px 0 8px">2026</p><p style="font-size:14px;color:#25211d;font-weight:600;margin:0 0 6px">Intelligence for everyone</p><p style="font-size:13px;line-height:1.8;color:#70655a;margin:0">Bringing that experience to a desktop agent that belongs to each user.</p></div>
+<div style="background:#f2f2ec;color:#111111;padding:10px 28px 38px">
+<div style="padding:24px;border:1px solid #b7b7ae;background:#e7e7df">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#68685e;margin:0 0 22px">03 / RESEARCH INTO REAL LIFE</p>
+<div style="display:flex;flex-wrap:wrap;gap:18px 30px;align-items:flex-start"><div style="flex:1 1 160px;min-width:0"><h3 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-size:34px;line-height:1.15;font-weight:700;letter-spacing:-1px;color:#111111;margin:0 0 18px">Meet Juneo.</h3><a href="https://juneo.ai/#agent" style="color:#a52e11;text-decoration:none;font-size:13px;font-weight:700;line-height:1.5">Explore the agent ↗</a></div><p style="flex:1.4 1 240px;min-width:0;font-size:14px;line-height:1.85;color:#51514b;margin:0">A desktop workspace where models, memory, and Skills come together. From the first request to the final artifact, follow the work as it happens.</p></div>
 </div>
-<div style="border-top:1px solid #ded8cf;padding-top:23px">
-<h3 style="font-family:Georgia,'Songti SC',serif;font-size:25px;font-weight:400;color:#25211d;margin:0 0 7px">Build with us.</h3>
-<p style="font-size:14px;color:#6b6055;margin:0 0 12px">For product conversations and collaboration.</p>
-<p style="margin:0 0 14px"><a href="mailto:business@juneo.ai" style="display:inline-block;background:#c7461e;color:#fff;padding:10px 17px;border-radius:7px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">Contact Juneo ↗</a> <a href="https://juneo.ai/#about" style="display:inline-block;color:#9a3412;padding:10px 15px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">About the lab ↗</a></p>
-<p style="font-size:12px;color:#8e8073;margin:0;line-height:1.8">Juneo Lab · <a href="https://juneo.ai" style="color:#8e8073">juneo.ai</a><br>Make intelligence safer. Bring it closer to everyone.</p>
 </div>
+<div style="padding:36px 28px;background:#ff512b;color:#151511">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#4b1b0e;margin:0 0 22px">JUNEO LAB / AN OPEN INVITATION</p>
+<h3 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-size:clamp(36px,4.4vw,52px);font-weight:800;letter-spacing:-1.8px;line-height:1.06;color:#151511;margin:0 0 20px">EARLY DAYS.<br>LONG HORIZONS.</h3>
+<p style="max-width:560px;color:#431b10;font-size:14px;line-height:1.85;margin:0 0 22px">Exploring on-device intelligence, agents, or trustworthy AI? Let's compare notes and build something that matters.</p>
+<a href="mailto:business@juneo.ai" style="display:inline-block;padding:12px 18px;background:#151511;color:#f5f5ed;text-decoration:none;font-size:13px;font-weight:700;line-height:1.5;border:1px solid #151511">Build with us ↗</a>
 </div>
+<div style="display:flex;flex-wrap:wrap;justify-content:space-between;gap:12px;padding:19px 28px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;line-height:1.8;color:#a8a8a0"><span>Safe, efficient AGI in everyone's hands.</span><a href="https://juneo.ai" style="color:#f2f2ec;text-decoration:none">JUNEO.AI ↗</a></div>
 </div>
 </details>
-<details name="juneo-language"  style="margin:0;padding:0;border:0">
-<summary style="position:absolute;top:0;left:126px;cursor:pointer;padding:9px 16px;border:1px solid #e1c5b6;border-radius:8px;background:#fff8f2;color:#913716;font-size:14px;font-weight:600;line-height:20px">简体中文</summary>
-<div lang="zh-CN" style="background:#faf9f6;color:#26231f;border:1px solid #e8e3da;border-radius:12px;overflow:hidden">
-<a href="https://juneo.ai" style="display:block"><img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/juneo-teaser-zh.png" alt="Juneo Lab — 让智能真正属于你。" width="1600" style="display:block;width:100%;height:auto;margin:0;border:0" /></a>
-<div style="padding:28px">
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">安全 · 个人 · 端侧</p>
-<h2 style="font-family:Georgia,'Songti SC',serif;font-size:30px;font-weight:400;line-height:1.25;letter-spacing:-0.5px;margin:0 0 18px;color:#25211d;border:0">从端侧迈向 AGI，<br>让智能发生在每一个终端。</h2>
-<p style="font-size:15px;line-height:1.85;color:#57514a;margin:0 0 12px">Juneo Lab 致力于打造安全、易用、可自进化的端侧智能体。我们把模型、记忆和工具带回用户设备，让每个人都能掌握自己的数据、上下文与智能。</p>
-<p style="font-size:14px;line-height:1.8;margin:0 0 20px;color:#7b3d26">我们的使命：把安全、高效的 AGI 带到每个人手中。</p>
-<p style="margin:0 0 30px"><a href="https://juneo.ai" style="display:inline-block;background:#c7461e;color:#fff;padding:10px 17px;border-radius:7px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">访问 juneo.ai ↗</a> <a href="https://juneo.ai/#agent" style="display:inline-block;color:#9a3412;padding:10px 15px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">了解 Juneo →</a></p>
-<div style="height:1px;background:#ded8cf;margin:0 0 27px"></div>
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">研究与工程</p>
-<h3 style="font-family:Georgia,'Songti SC',serif;font-weight:400;font-size:24px;line-height:1.4;margin:0 0 22px;color:#25211d">让智能理解你的真实世界。</h3>
-<div style="display:flex;flex-wrap:wrap;gap:20px;margin:0 0 30px">
-<div style="flex:1 1 200px;min-width:0;border-top:2px solid #c44b28;padding:16px 0 0"><p style="font-family:Georgia,serif;color:#bc5734;font-size:17px;margin:0 0 9px">01</p><h4 style="font-size:16px;line-height:1.5;font-weight:600;color:#25211d;margin:0 0 9px">端侧智能</h4><p style="font-size:14px;line-height:1.85;color:#60584f;margin:0">让本地文件、项目历史和相关记忆成为智能体的上下文。按任务需要，结合本地模型与云端推理。</p></div>
-<div style="flex:1 1 200px;min-width:0;border-top:2px solid #c44b28;padding:16px 0 0"><p style="font-family:Georgia,serif;color:#bc5734;font-size:17px;margin:0 0 9px">02</p><h4 style="font-size:16px;line-height:1.5;font-weight:600;color:#25211d;margin:0 0 9px">把任务真正做完</h4><p style="font-size:14px;line-height:1.85;color:#60584f;margin:0">把目标、工具调用、多智能体协作与可核查的产物放在同一个任务里。支持定时执行，保留每次运行的过程与结果。</p></div>
-<div style="flex:1 1 200px;min-width:0;border-top:2px solid #c44b28;padding:16px 0 0"><p style="font-family:Georgia,serif;color:#bc5734;font-size:17px;margin:0 0 9px">03</p><h4 style="font-size:16px;line-height:1.5;font-weight:600;color:#25211d;margin:0 0 9px">可信与自主控制</h4><p style="font-size:14px;line-height:1.85;color:#60584f;margin:0">在本地准备、筛选和脱敏数据，由用户决定哪些信息离开设备，并明确权限边界。我们的技术积累始于 AIGC 检测、评测与安全研究。</p></div>
+<details name="juneo-language" style="margin:0;padding:0;border:0">
+<summary style="position:absolute;top:0;left:130px;cursor:pointer;padding:10px 14px;border:1px solid #9c9c94;border-radius:0;background:#f2f2ec;color:#171713;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:12px;font-weight:600;line-height:20px">简体中文</summary>
+<div lang="zh-CN" style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;background:#111111;color:#f4f4ed;border:1px solid #202020;overflow:hidden">
+<div style="display:flex;flex-wrap:wrap;justify-content:space-between;gap:8px;padding:16px 24px;border-bottom:1px solid #343432;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:1.4px;line-height:1.5;color:#c7c7c0"><span>JUNEO LAB</span><span>RESEARCH + ENGINEERING</span><span>FROM THE EDGE TO AGI ↗</span></div>
+<a href="https://juneo.ai" style="display:block"><img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/juneo-neo-teaser.png" alt="Juneo Lab — experimental chrome sculpture threaded with vermilion light" width="1672" style="display:block;width:100%;height:auto;margin:0;border:0" /></a>
+<div style="padding:38px 28px 42px">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#ff5a32;margin:0 0 22px">01 / 我们相信</p>
+<h2 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-size:clamp(38px,5vw,64px);font-weight:800;letter-spacing:-2px;line-height:1.04;color:#f5f5ef;margin:0 0 24px;padding:0;border:0">未来，<br>亲手造。</h2>
+<p style="max-width:620px;font-size:16px;line-height:1.85;color:#bdbdb5;margin:0 0 18px">强大的智能，应该属于使用它的人。我们从每个人的设备出发，打造安全、易用、可自进化的智能体，把这个未来一步步做出来。</p>
+<p style="font-size:13px;line-height:1.8;color:#f0f0e9;margin:0 0 27px">从端侧迈向 AGI，让智能发生在每一个终端。</p>
+<div style="display:flex;flex-wrap:wrap;align-items:center;gap:12px 22px"><a href="https://juneo.ai/#agent" style="display:inline-block;padding:12px 18px;background:#ff512b;color:#111111;text-decoration:none;font-size:13px;font-weight:700;line-height:1.5;border:1px solid #ff512b">探索 Juneo ↗</a><a href="https://juneo.ai/#about" style="font-size:13px;line-height:1.5;font-weight:600;color:#eeeee7;text-decoration:none;padding:10px 0">走进实验室 ↗</a></div>
 </div>
-<div style="background:#f0e9df;border:1px solid #e5dacd;border-radius:10px;padding:24px;margin:0 0 30px">
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">认识 JUNEO</p>
-<h3 style="font-family:Georgia,'Songti SC',serif;font-weight:400;font-size:26px;line-height:1.35;margin:0 0 12px;color:#25211d">你的上下文，你的工具，<br>真正属于你的 Agent。</h3>
-<p style="font-size:14px;line-height:1.85;color:#5c5146;margin:0 0 15px">Juneo 把复杂工作变成看得见的过程，从第一句需求到最终产物，在同一个桌面工作空间连接模型、记忆与 Skills。</p>
-<a href="https://juneo.ai/#agent" style="color:#963616;text-decoration:none;font-size:14px;font-weight:600">探索端侧智能体 ↗</a>
+<div style="background:#f2f2ec;color:#111111;padding:38px 28px 16px;border-top:4px solid #ff512b">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#b63819;margin:0 0 22px">02 / 值得死磕的问题</p>
+<h3 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-weight:700;letter-spacing:-1.4px;font-size:clamp(30px,4vw,44px);line-height:1.14;color:#111111;margin:0 0 18px">敢想得更远。<br>把智能带得更近。</h3>
+<p style="max-width:620px;color:#5a5a53;font-size:14px;line-height:1.85;margin:0 0 30px">我们的方向很远，手里的工作很具体：模型、记忆、工具，以及让这一切值得信任的边界。</p>
+<div style="display:flex;flex-wrap:wrap;gap:12px 26px;border-top:1px solid #c8c8c2;padding:23px 0"><div style="flex:0 0 32px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;color:#e34620;font-size:12px;padding-top:4px">01</div><div style="flex:1 1 190px;min-width:0"><h4 style="color:#111111;font-size:21px;letter-spacing:-0.5px;line-height:1.25;font-weight:700;margin:0 0 10px">让智能，发生在端侧。</h4><p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:0.6px;color:#666660;line-height:1.8;margin:0">本地模型 / 个人上下文</p></div><p style="flex:1.45 1 240px;min-width:0;color:#52524d;font-size:14px;line-height:1.85;margin:0">一台设备，能承载多少智能？我们连接本地模型、文件与项目上下文，按任务需要结合云端推理，让智能更贴近每个人的真实世界。</p></div>
+<div style="display:flex;flex-wrap:wrap;gap:12px 26px;border-top:1px solid #c8c8c2;padding:23px 0"><div style="flex:0 0 32px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;color:#e34620;font-size:12px;padding-top:4px">02</div><div style="flex:1 1 190px;min-width:0"><h4 style="color:#111111;font-size:21px;letter-spacing:-0.5px;line-height:1.25;font-weight:700;margin:0 0 10px">让记忆，变成行动。</h4><p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:0.6px;color:#666660;line-height:1.8;margin:0">AGENT 记忆 / 工具 / SKILLS</p></div><p style="flex:1.45 1 240px;min-width:0;color:#52524d;font-size:14px;line-height:1.85;margin:0">智能体如何从「理解了」走到「做完了」？我们把相关记忆、工具调用和任务历史连起来，交付可检查、可使用的结果。</p></div>
+<div style="display:flex;flex-wrap:wrap;gap:12px 26px;border-top:1px solid #c8c8c2;padding:23px 0"><div style="flex:0 0 32px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;color:#e34620;font-size:12px;padding-top:4px">03</div><div style="flex:1 1 190px;min-width:0"><h4 style="color:#111111;font-size:21px;letter-spacing:-0.5px;line-height:1.25;font-weight:700;margin:0 0 10px">让能力，有可信的边界。</h4><p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;letter-spacing:0.6px;color:#666660;line-height:1.8;margin:0">评测 / 隐私 / 用户控制</p></div><p style="flex:1.45 1 240px;min-width:0;color:#52524d;font-size:14px;line-height:1.85;margin:0">能力越强，怎样才更值得信任？从 AIGC 检测、评测与安全研究出发，我们关注本地数据准备与清晰的权限，让用户始终握有控制权。</p></div>
 </div>
-<p style="font-size:11px;line-height:1.4;font-weight:700;letter-spacing:1.6px;color:#ae451f;margin:0 0 10px">我们一直在做同一件事</p>
-<div style="display:flex;flex-wrap:wrap;gap:20px;margin:0 0 28px">
-<div style="flex:1 1 180px;min-width:0"><p style="font-family:Georgia,serif;font-size:26px;line-height:1.2;color:#9e5a3d;margin:3px 0 8px">2024</p><p style="font-size:14px;color:#25211d;font-weight:600;margin:0 0 6px">可信生成</p><p style="font-size:13px;line-height:1.8;color:#70655a;margin:0">从 AIGC 检测、评测与安全研究出发。</p></div>
-<div style="flex:1 1 180px;min-width:0"><p style="font-family:Georgia,serif;font-size:26px;line-height:1.2;color:#9e5a3d;margin:3px 0 8px">2025</p><p style="font-size:14px;color:#25211d;font-weight:600;margin:0 0 6px">行业智能</p><p style="font-size:13px;line-height:1.8;color:#70655a;margin:0">深入教育、财税、制造、医疗等真实工作流交付 Agent。</p></div>
-<div style="flex:1 1 180px;min-width:0"><p style="font-family:Georgia,serif;font-size:26px;line-height:1.2;color:#9e5a3d;margin:3px 0 8px">2026</p><p style="font-size:14px;color:#25211d;font-weight:600;margin:0 0 6px">个人智能</p><p style="font-size:13px;line-height:1.8;color:#70655a;margin:0">把模型与 Agent 工程经验带到桌面，让智能真正属于每个用户。</p></div>
+<div style="background:#f2f2ec;color:#111111;padding:10px 28px 38px">
+<div style="padding:24px;border:1px solid #b7b7ae;background:#e7e7df">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#68685e;margin:0 0 22px">03 / 把研究带进真实生活</p>
+<div style="display:flex;flex-wrap:wrap;gap:18px 30px;align-items:flex-start"><div style="flex:1 1 160px;min-width:0"><h3 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-size:34px;line-height:1.15;font-weight:700;letter-spacing:-1px;color:#111111;margin:0 0 18px">认识 Juneo。</h3><a href="https://juneo.ai/#agent" style="color:#a52e11;text-decoration:none;font-size:13px;font-weight:700;line-height:1.5">探索端侧智能体 ↗</a></div><p style="flex:1.4 1 240px;min-width:0;font-size:14px;line-height:1.85;color:#51514b;margin:0">在同一个桌面工作空间，连接模型、记忆与 Skills。从第一句需求到最终产物，让工作的过程看得见，让结果拿得到。</p></div>
 </div>
-<div style="border-top:1px solid #ded8cf;padding-top:23px">
-<h3 style="font-family:Georgia,'Songti SC',serif;font-size:25px;font-weight:400;color:#25211d;margin:0 0 7px">一起，把智能带近。</h3>
-<p style="font-size:14px;color:#6b6055;margin:0 0 12px">欢迎交流产品、应用场景与合作。</p>
-<p style="margin:0 0 14px"><a href="mailto:business@juneo.ai" style="display:inline-block;background:#c7461e;color:#fff;padding:10px 17px;border-radius:7px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">联系 Juneo ↗</a> <a href="https://juneo.ai/#about" style="display:inline-block;color:#9a3412;padding:10px 15px;text-decoration:none;font-weight:600;font-size:14px;line-height:1.5">了解团队 ↗</a></p>
-<p style="font-size:12px;color:#8e8073;margin:0;line-height:1.8">Juneo Lab · <a href="https://juneo.ai" style="color:#8e8073">juneo.ai</a><br>让智能更安全，也更靠近每个人。</p>
 </div>
+<div style="padding:36px 28px;background:#ff512b;color:#151511">
+<p style="font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:11px;font-weight:500;letter-spacing:1.2px;line-height:1.6;color:#4b1b0e;margin:0 0 22px">JUNEO LAB / 向同路人发出邀请</p>
+<h3 style="font-family:Arial,Helvetica,'PingFang SC','Microsoft YaHei',sans-serif;font-size:clamp(36px,4.4vw,52px);font-weight:800;letter-spacing:-1.8px;line-height:1.06;color:#151511;margin:0 0 20px">好戏，<br>才刚开始。</h3>
+<p style="max-width:560px;color:#431b10;font-size:14px;line-height:1.85;margin:0 0 22px">如果你也在探索端侧智能、Agent 或可信 AI，欢迎来聊。一起，把值得做的事做出来。</p>
+<a href="mailto:business@juneo.ai" style="display:inline-block;padding:12px 18px;background:#151511;color:#f5f5ed;text-decoration:none;font-size:13px;font-weight:700;line-height:1.5;border:1px solid #151511">一起造未来 ↗</a>
 </div>
+<div style="display:flex;flex-wrap:wrap;justify-content:space-between;gap:12px;padding:19px 28px;font-family:'SFMono-Regular',Consolas,'Liberation Mono',monospace;font-size:10px;line-height:1.8;color:#a8a8a0"><span>把安全、高效的 AGI 带到每个人手中。</span><a href="https://juneo.ai" style="color:#f2f2ec;text-decoration:none">JUNEO.AI ↗</a></div>
 </div>
 </details>
 </div>