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@@ -630,16 +630,16 @@ <h2 class="h2-section-text" data-i18n="updates.title">Latest Updates</h2>
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<strong data-i18n="updates.q1.label">Q1 · 2025</strong>
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<span data-i18n="updates.q1.content">LightCompress releases a low-rank KV cache compression recipe for inference deployment, cutting serving cost by 38%.</span>
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<strong data-i18n="updates.feb.label">Feb · 2025</strong>
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<span data-i18n="updates.feb.content">LightLLM ships a multimodal inference acceleration guide with a new end-to-end video QA demo.</span>
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<strong data-i18n="updates.jan.label">Jan · 2025</strong>
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<span data-i18n="updates.jan.content">LightX2V experience service launches, enhancing lip-sync stability and opening the experience site at <a href="https://x2v.light-ai.top" target="_blank">x2v.light-ai.top</a>.</span>
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@@ -682,12 +682,12 @@ <h2 class="h2-section-text" data-i18n="updates.title">Latest Updates</h2>
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'projects.x2vstudio.description': 'Live experience site supporting lip-sync driving and multi-style generation to explore LightX2V in production environments.',
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'projects.x2vstudio.cta': 'Open Studio',
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'updates.title': 'Latest Updates',
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'updates.jan.label': 'Nov · 2025',
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'updates.jan.content': 'LightX2V experience service launches, enhancing lip-sync stability and opening the experience site at <a href="https://x2v.light-ai.top" target="_blank">x2v.light-ai.top</a>.',
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'updates.q1.label': 'Oct · 2025',
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'updates.q1.content': 'LightCompress introduces Token Pruning solution for inference deployment, <a href="https://arxiv.org/abs/2508.09981" target="_blank">benchmark paper</a> accepted by AAAI.',
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'updates.feb.label': 'Sep · 2025',
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'updates.feb.content': 'LightLLM original <a href="https://www.light-ai.top/lightllm-blog/2025/09/04/mtp.html" target="_blank">MTP acceleration solution</a> achieves over 2x performance improvement.',
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'updates.nov.label': 'Nov · 2025',
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'updates.nov.content': 'LightX2V experience service launches, enhancing lip-sync stability and opening the experience site at <a href="https://x2v.light-ai.top" target="_blank">x2v.light-ai.top</a>.',
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'updates.oct.label': 'Oct · 2025',
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'updates.oct.content': 'LightCompress introduces Token Pruning solution for inference deployment, <a href="https://arxiv.org/abs/2508.09981" target="_blank">benchmark paper</a> accepted by AAAI.',
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'updates.sep.label': 'Sep · 2025',
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'updates.sep.content': 'LightLLM original <a href="https://www.light-ai.top/lightllm-blog/2025/09/04/mtp.html" target="_blank">MTP acceleration solution</a> achieves over 2x performance improvement.',
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'footer.tagline': 'Bridging the gap between imagination and creation.',
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'footer.copyright': '© 2025 Light AI · Model Toolchain',
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'footer.icp': 'ICP No. 京ICP备2021026391号-2',
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'projects.x2vstudio.description': '上线体验站点,支持口型驱动和多风格生成,实时探索 LightX2V 模型在生产环境中的表现。',
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'projects.x2vstudio.cta': '立即体验',
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'updates.title': '最新动态',
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'updates.jan.label': '2025 · 11',
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'updates.jan.content': 'LightX2V 体验服务上线,强化口型驱动稳定性,开放体验站 <a href="https://x2v.light-ai.top" target="_blank">x2v.light-ai.top</a>。',
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'updates.q1.label': '2025 · 10',
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'updates.q1.content': 'LightCompress 推出面向推理部署的 Token Pruning 方案, <a href="https://arxiv.org/abs/2508.09981" target="_blank">benchmark论文</a>被AAAI录用。',
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'updates.feb.label': '2025 · 09',
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'updates.feb.content': 'LightLLM 原创<a href="https://www.light-ai.top/lightllm-blog/2025/09/04/mtp.html" target="_blank">MTP加速方案</a>,实现2倍以上性能提升。',
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'updates.nov.label': '2025 · 11',
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'updates.nov.content': 'LightX2V 体验服务上线,强化口型驱动稳定性,开放体验站 <a href="https://x2v.light-ai.top" target="_blank">x2v.light-ai.top</a>。',
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'updates.oct.label': '2025 · 10',
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'updates.oct.content': 'LightCompress 推出面向推理部署的 Token Pruning 方案, <a href="https://arxiv.org/abs/2508.09981" target="_blank">benchmark论文</a>被AAAI录用。',
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'updates.sep.label': '2025 · 09',
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'updates.sep.content': 'LightLLM 原创<a href="https://www.light-ai.top/lightllm-blog/2025/09/04/mtp.html" target="_blank">MTP加速方案</a>,实现2倍以上性能提升。',
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'footer.tagline': '连接想象与创造。',
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'footer.copyright': '© 2025 Light AI · 模型工具链',
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'footer.icp': '京ICP备2021026391号-2',

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