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README.md
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title: Juneo Lab
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<img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/laplace-decision.svg" alt="Agent action flows through Laplace to allow, block, or human review" width="1400" height="620" style="display:block;width:100%;height:auto;border:0;margin:0" />
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<div style="text-align:center;padding:16px 30px 62px"><h3 style="font-size:clamp(28px,3.4vw,40px);line-height:1.25;letter-spacing:-1px;font-weight:600;margin:0;color:#
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<div style="padding:64px 30px;text-align:center"><h3 style="font-size:clamp(26px,3.2vw,36px);font-weight:500;letter-spacing:-.8px;line-height:1.35;color:#
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</div></details><details name="juneo-language" style="margin:0;padding:0;border:0"><summary style="position:absolute;top:18px;right:22px;cursor:pointer;font-family:-apple-system,BlinkMacSystemFont,'Helvetica Neue','PingFang SC',sans-serif;font-size:13px;font-weight:500;line-height:24px;color:#
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<div style="text-align:center;padding:64px 24px 24px"><h2 style="font-size:clamp(36px,4.8vw,60px);font-weight:600;letter-spacing:-2px;line-height:1.16;margin:0;color:#
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<img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/laplace-decision.svg" alt="Agent 动作经过 Laplace 推演,分为放行、拦截或人工决定" width="1400" height="620" style="display:block;width:100%;height:auto;border:0;margin:0" />
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<div style="text-align:center;padding:16px 30px 62px"><h3 style="font-size:clamp(28px,3.4vw,40px);line-height:1.25;letter-spacing:-1px;font-weight:600;margin:0;color:#
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<div style="background:#fff;padding:50px 24px;border-radius:28px;margin:0 20px"><h3 style="font-size:clamp(23px,2.8vw,32px);font-weight:600;letter-spacing:-.8px;line-height:1.3;text-align:center;margin:0;color:#
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<div style="padding:70px 36px;text-align:center"><p style="font-size:20px;font-weight:600;color:#
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<div style="padding:64px 30px;text-align:center"><h3 style="font-size:clamp(26px,3.2vw,36px);font-weight:500;letter-spacing:-.8px;line-height:1.35;color:#
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</div></details></div>
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title: Juneo Lab
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emoji: 🐉
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<div style="position:relative;background:#ffffff;border-radius:24px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Helvetica Neue','PingFang SC',sans-serif;padding-top:70px"><div style="position:absolute;top:22px;left:24px;color:#262626;font-size:19px;font-weight:600;letter-spacing:-.6px;line-height:28px">Juneo<span style="color:#e95319;font-weight:400"> Lab</span></div><details name="juneo-language" open style="margin:0;padding:0;border:0"><summary style="position:absolute;top:18px;right:96px;cursor:pointer;font-family:-apple-system,BlinkMacSystemFont,'Helvetica Neue','PingFang SC',sans-serif;font-size:13px;font-weight:500;line-height:24px;color:#b94718;padding:4px 0;background:transparent;border:0">English</summary><div lang="en" style="color:#262626;background:#ffffff;font-family:-apple-system,BlinkMacSystemFont,'Helvetica Neue','PingFang SC',sans-serif">
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<div style="text-align:center;padding:64px 24px 24px"><h2 style="font-size:clamp(36px,4.8vw,60px);font-weight:600;letter-spacing:-2px;line-height:1.16;margin:0;color:#232323;border:0;padding:0">Intelligence that acts<br>With your trust</h2><p style="font-size:18px;line-height:1.7;color:#737373;margin:24px 0 0">We’re building the infrastructure for trusted collaboration<br>between people and AI.</p></div>
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<img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/laplace-ring-decision.svg" alt="Agent action flows through Laplace to allow, block, or human review" width="1400" height="620" style="display:block;width:100%;height:auto;border:0;margin:0" />
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<div style="text-align:center;padding:16px 30px 62px"><h3 style="font-size:clamp(28px,3.4vw,40px);line-height:1.25;letter-spacing:-1px;font-weight:600;margin:0;color:#262626">See the consequences<br>Before the action</h3><p style="max-width:510px;margin:20px auto 0;color:#737373;font-size:16px;line-height:1.8">Laplace models how an action changes an organization — and whether the agent has authority to take it.</p></div>
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<div style="background:#fff;padding:50px 24px;border-radius:28px;margin:0 20px"><h3 style="font-size:clamp(23px,2.8vw,32px);font-weight:600;letter-spacing:-.8px;line-height:1.3;text-align:center;margin:0;color:#262626">One action, three possible decisions</h3><p style="text-align:center;font-size:12px;color:#777777;margin:12px 0 26px">An illustrative workflow</p><div style="max-width:520px;margin:0 auto 18px;border-radius:18px;background:#fff4eb;text-align:center;padding:22px 18px;font-size:18px;line-height:1.5;color:#5c4031">“Send this report to our partner.”</div><div style="display:flex;flex-wrap:wrap;justify-content:center;gap:0"><div style="flex:1 1 150px;min-width:0;padding:22px 12px;text-align:center"><span style="display:inline-flex;width:36px;height:36px;align-items:center;justify-content:center;border-radius:50%;background:#fff0e3;color:#d55314;font-size:21px">✓</span><h4 style="margin:16px 0 8px;font-size:19px;font-weight:600;line-height:1.4;color:#262626">Allow</h4><p style="font-size:14px;line-height:1.75;color:#737373;margin:0">An approved report.<br>An authorized recipient.</p></div><div style="flex:1 1 150px;min-width:0;padding:22px 12px;text-align:center"><span style="display:inline-flex;width:36px;height:36px;align-items:center;justify-content:center;border-radius:50%;background:#f8eae5;color:#af5945;font-size:21px">×</span><h4 style="margin:16px 0 8px;font-size:19px;font-weight:600;line-height:1.4;color:#262626">Block</h4><p style="font-size:14px;line-height:1.75;color:#737373;margin:0">The report contains data<br>that must stay inside.</p></div><div style="flex:1 1 150px;min-width:0;padding:22px 12px;text-align:center"><span style="display:inline-flex;width:36px;height:36px;align-items:center;justify-content:center;border-radius:50%;background:#fff4e9;color:#ac6538;font-size:21px">↗</span><h4 style="margin:16px 0 8px;font-size:19px;font-weight:600;line-height:1.4;color:#262626">Ask a person</h4><p style="font-size:14px;line-height:1.75;color:#737373;margin:0">Sharing permission<br>has not been established.</p></div></div></div>
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<div style="padding:70px 36px;text-align:center"><p style="font-size:20px;font-weight:600;color:#e95319;margin:0 0 20px">Juneo</p><h3 style="font-size:clamp(30px,4vw,46px);letter-spacing:-1.3px;line-height:1.2;font-weight:600;margin:0;color:#262626">Your decisions<br>Its next move</h3><p style="max-width:510px;margin:22px auto 26px;font-size:16px;line-height:1.8;color:#737373">Our first product built on Laplace brings this decision layer to agent workflows, before a tool call, handoff, or permission change.</p><a href="https://juneo.ai" style="display:inline-block;padding:12px 25px;background:#e95319;border-radius:99px;color:#fff;font-size:14px;line-height:1.5;text-decoration:none;font-weight:500">Explore Juneo ↗</a></div>
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<details style="margin:0 36px;border-top:1px solid #eee5df;border-bottom:1px solid #eee5df;padding:18px 0"><summary style="cursor:pointer;font-size:15px;color:#555555;line-height:1.7">Our research</summary><div style="padding-top:16px"><div style="padding:18px 0;border-top:1px solid #eee5df"><strong style="color:#262626;font-size:16px">Authority stays bounded</strong><p style="font-size:14px;line-height:1.8;color:#737373;margin:6px 0 0">Delegation can narrow authority, never expand it.</p></div><div style="padding:18px 0;border-top:1px solid #eee5df"><strong style="color:#262626;font-size:16px">Consequences come first</strong><p style="font-size:14px;line-height:1.8;color:#737373;margin:6px 0 0">Predict what changes before deciding what can happen.</p></div><div style="padding:18px 0;border-top:1px solid #eee5df"><strong style="color:#262626;font-size:16px">Reality closes the loop</strong><p style="font-size:14px;line-height:1.8;color:#737373;margin:6px 0 0">Use verifiable execution results to learn and improve.</p></div></div></details>
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<div style="padding:64px 30px;text-align:center"><h3 style="font-size:clamp(26px,3.2vw,36px);font-weight:500;letter-spacing:-.8px;line-height:1.35;color:#262626;margin:0 0 24px">A future we can trust<br>Built together</h3><a href="mailto:contact@dragonai.tech" style="color:#c44513;font-size:15px;text-decoration:none">Get in touch ↗</a></div>
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</div></details><details name="juneo-language" style="margin:0;padding:0;border:0"><summary style="position:absolute;top:18px;right:22px;cursor:pointer;font-family:-apple-system,BlinkMacSystemFont,'Helvetica Neue','PingFang SC',sans-serif;font-size:13px;font-weight:500;line-height:24px;color:#b94718;padding:4px 0;background:transparent;border:0">中文</summary><div lang="zh-CN" style="color:#262626;background:#ffffff;font-family:-apple-system,BlinkMacSystemFont,'Helvetica Neue','PingFang SC',sans-serif">
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<div style="text-align:center;padding:64px 24px 24px"><h2 style="font-size:clamp(36px,4.8vw,60px);font-weight:600;letter-spacing:-2px;line-height:1.16;margin:0;color:#232323;border:0;padding:0">让智能行动<br>让信任先行</h2><p style="font-size:18px;line-height:1.7;color:#737373;margin:24px 0 0">我们构建人与 AI 之间的<br>可信协作基础设施。</p></div>
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<img src="https://huggingface.co/spaces/JuneoAI/README/resolve/main/laplace-ring-decision.svg" alt="Agent 动作经过 Laplace 推演,分为放行、拦截或人工决定" width="1400" height="620" style="display:block;width:100%;height:auto;border:0;margin:0" />
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<div style="text-align:center;padding:16px 30px 62px"><h3 style="font-size:clamp(28px,3.4vw,40px);line-height:1.25;letter-spacing:-1px;font-weight:600;margin:0;color:#262626">在动作之前,<br>看见后果</h3><p style="max-width:510px;margin:20px auto 0;color:#737373;font-size:16px;line-height:1.8">Laplace 决策世界模型,推演一个动作将如何改变组织,以及 Agent 是否有权这样做。</p></div>
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<div style="background:#fff;padding:50px 24px;border-radius:28px;margin:0 20px"><h3 style="font-size:clamp(23px,2.8vw,32px);font-weight:600;letter-spacing:-.8px;line-height:1.3;text-align:center;margin:0;color:#262626">同一个动作,三种决策</h3><p style="text-align:center;font-size:12px;color:#777777;margin:12px 0 26px">决策场景示意</p><div style="max-width:520px;margin:0 auto 18px;border-radius:18px;background:#fff4eb;text-align:center;padding:22px 18px;font-size:18px;line-height:1.5;color:#5c4031">「把这份报告发给合作方。」</div><div style="display:flex;flex-wrap:wrap;justify-content:center;gap:0"><div style="flex:1 1 150px;min-width:0;padding:22px 12px;text-align:center"><span style="display:inline-flex;width:36px;height:36px;align-items:center;justify-content:center;border-radius:50%;background:#fff0e3;color:#d55314;font-size:21px">✓</span><h4 style="margin:16px 0 8px;font-size:19px;font-weight:600;line-height:1.4;color:#262626">放行</h4><p style="font-size:14px;line-height:1.75;color:#737373;margin:0">已批准的报告,<br>已授权的接收人。</p></div><div style="flex:1 1 150px;min-width:0;padding:22px 12px;text-align:center"><span style="display:inline-flex;width:36px;height:36px;align-items:center;justify-content:center;border-radius:50%;background:#f8eae5;color:#af5945;font-size:21px">×</span><h4 style="margin:16px 0 8px;font-size:19px;font-weight:600;line-height:1.4;color:#262626">拦截</h4><p style="font-size:14px;line-height:1.75;color:#737373;margin:0">报告中的敏感数据,<br>不能离开组织。</p></div><div style="flex:1 1 150px;min-width:0;padding:22px 12px;text-align:center"><span style="display:inline-flex;width:36px;height:36px;align-items:center;justify-content:center;border-radius:50%;background:#fff4e9;color:#ac6538;font-size:21px">↗</span><h4 style="margin:16px 0 8px;font-size:19px;font-weight:600;line-height:1.4;color:#262626">交给人</h4><p style="font-size:14px;line-height:1.75;color:#737373;margin:0">共享权限尚未明确,<br>由你做最后决定。</p></div></div></div>
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<div style="padding:70px 36px;text-align:center"><p style="font-size:20px;font-weight:600;color:#e95319;margin:0 0 20px">Juneo</p><h3 style="font-size:clamp(30px,4vw,46px);letter-spacing:-1.3px;line-height:1.2;font-weight:600;margin:0;color:#262626">决定权在你<br>下一步,有分寸</h3><p style="max-width:510px;margin:22px auto 26px;font-size:16px;line-height:1.8;color:#737373">Laplace 的第一个产品。在工具调用、任务委托和权限变更之前,为 Agent 加入一道决策。</p><a href="https://juneo.ai" style="display:inline-block;padding:12px 25px;background:#e95319;border-radius:99px;color:#fff;font-size:14px;line-height:1.5;text-decoration:none;font-weight:500">了解 Juneo ↗</a></div>
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<details style="margin:0 36px;border-top:1px solid #eee5df;border-bottom:1px solid #eee5df;padding:18px 0"><summary style="cursor:pointer;font-size:15px;color:#555555;line-height:1.7">深入了解研究</summary><div style="padding-top:16px"><div style="padding:18px 0;border-top:1px solid #eee5df"><strong style="color:#262626;font-size:16px">授权只收窄</strong><p style="font-size:14px;line-height:1.8;color:#737373;margin:6px 0 0">从人到 Agent,再到任务委托,权限始终有边界。</p></div><div style="padding:18px 0;border-top:1px solid #eee5df"><strong style="color:#262626;font-size:16px">先推演,再行动</strong><p style="font-size:14px;line-height:1.8;color:#737373;margin:6px 0 0">预测组织状态的变化,再判断动作能否执行。</p></div><div style="padding:18px 0;border-top:1px solid #eee5df"><strong style="color:#262626;font-size:16px">从真实结果中学习</strong><p style="font-size:14px;line-height:1.8;color:#737373;margin:6px 0 0">以可验证的执行回执,持续训练与校准模型。</p></div></div></details>
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<div style="padding:64px 30px;text-align:center"><h3 style="font-size:clamp(26px,3.2vw,36px);font-weight:500;letter-spacing:-.8px;line-height:1.35;color:#262626;margin:0 0 24px">值得信任的未来,<br>一起造</h3><a href="mailto:contact@dragonai.tech" style="color:#c44513;font-size:15px;text-decoration:none">与我们联系 ↗</a></div>
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