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      <title>潘健豪 | 具身智能与世界模型</title>
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      <description>潘健豪的具身智能、世界模型仿真与三维交互算法作品集。</description>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/auto-driving-learning-path</guid>
    <title>自动驾驶学习地图：从 BEV 到 VLA</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/auto-driving-learning-path</link>
    <description>用六层技术结构串起自动驾驶论文精读：先建立感知地基，再走向端到端、世界模型、生成式规划与 VLA。</description>
    <pubDate>Wed, 05 Aug 2026 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>Autonomous Driving</category><category>Learning Path</category><category>VLA</category><category>World Model</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/flow-grpo-complete-guide</guid>
    <title>Flow-GRPO：从采样到梯度回传的完整逻辑</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/flow-grpo-complete-guide</link>
    <description>从采样、reward、advantage 到 loss 与 LoRA 梯度，追踪 Flow-GRPO 训练链路中每一步到底发生了什么。</description>
    <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>Autonomous Driving</category><category>Flow Matching</category><category>GRPO</category><category>强化学习</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/loss-function-guide</guid>
    <title>端到端自动驾驶中的 Loss 设计哲学</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/loss-function-guide</link>
    <description>从 L1、Focal、KL 到扩散、碰撞约束与 GRPO，理解每一种目标函数为驾驶系统引入了什么偏好。</description>
    <pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>Autonomous Driving</category><category>Loss</category><category>端到端驾驶</category><category>深度学习</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/release-of-tailwind-nextjs-starter-blog-v2.0</guid>
    <title>Release of Tailwind Nextjs Starter Blog v2.0</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/release-of-tailwind-nextjs-starter-blog-v2.0</link>
    <description>Release of Tailwind Nextjs Starter Blog template v2.0, refactored with Nextjs App directory and React Server Components setup.Discover the new features and how to migrate from V1.</description>
    <pubDate>Sat, 05 Aug 2023 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>next-js</category><category>tailwind</category><category>guide</category><category>feature</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/new-features-in-v1</guid>
    <title>New features in v1</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/new-features-in-v1</link>
    <description>An overview of the new features released in v1 - code block copy, multiple authors, frontmatter layout and more</description>
    <pubDate>Sat, 07 Aug 2021 15:32:14 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>next-js</category><category>tailwind</category><category>guide</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/nested-route/introducing-multi-part-posts-with-nested-routing</guid>
    <title>Introducing Multi-part Posts with Nested Routing</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/nested-route/introducing-multi-part-posts-with-nested-routing</link>
    <description>The blog template supports posts in nested sub-folders. This can be used to group posts of similar content e.g. a multi-part course. This post is itself an example of a nested route!</description>
    <pubDate>Sun, 02 May 2021 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>multi-author</category><category>next-js</category><category>feature</category>
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  <item>
    <guid>https://pan-jianhao-portfolio.pages.dev/blog/introducing-tailwind-nextjs-starter-blog</guid>
    <title>Introducing Tailwind Nextjs Starter Blog</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/introducing-tailwind-nextjs-starter-blog</link>
    <description>Looking for a performant, out of the box template, with all the best in web technology to support your blogging needs? Checkout the Tailwind Nextjs Starter Blog template.</description>
    <pubDate>Tue, 12 Jan 2021 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>next-js</category><category>tailwind</category><category>guide</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/deriving-ols-estimator</guid>
    <title>Deriving the OLS Estimator</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/deriving-ols-estimator</link>
    <description>How to derive the OLS Estimator with matrix notation and a tour of math typesetting using markdown with the help of KaTeX.</description>
    <pubDate>Mon, 21 Dec 2020 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>next js</category><category>math</category><category>ols</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/guide-to-using-images-in-nextjs</guid>
    <title>Images in Next.js</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/guide-to-using-images-in-nextjs</link>
    <description>In this article we introduce adding images in the tailwind starter blog and the benefits and limitations of the next/image component.</description>
    <pubDate>Wed, 11 Nov 2020 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>next js</category><category>guide</category>
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  <item>
    <guid>https://pan-jianhao-portfolio.pages.dev/blog/github-markdown-guide</guid>
    <title>Markdown Guide</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/github-markdown-guide</link>
    <description>Markdown cheatsheet for all your blogging needs - headers, lists, images, tables and more! An illustrated guide based on GitHub Flavored Markdown.</description>
    <pubDate>Fri, 11 Oct 2019 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>github</category><category>guide</category>
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  <item>
    <guid>https://pan-jianhao-portfolio.pages.dev/blog/the-time-machine</guid>
    <title>The Time Machine</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/the-time-machine</link>
    <description>The Time Traveller (for so it will be convenient to speak of him) was expounding a recondite matter to us. His pale grey eyes shone and twinkled, and his usually pale face was flushed and animated...</description>
    <pubDate>Wed, 15 Aug 2018 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>writings</category><category>book</category><category>reflection</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/pictures-of-canada</guid>
    <title>O Canada</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/pictures-of-canada</link>
    <description>The scenic lands of Canada featuring maple leaves, snow-capped mountains, turquoise lakes and Toronto. Take in the sights in this photo gallery exhibition and see how easy it is to replicate with some MDX magic and tailwind classes.</description>
    <pubDate>Sat, 15 Jul 2017 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>holiday</category><category>canada</category><category>images</category>
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    <guid>https://pan-jianhao-portfolio.pages.dev/blog/code-sample</guid>
    <title>Sample .md file</title>
    <link>https://pan-jianhao-portfolio.pages.dev/blog/code-sample</link>
    <description>Example of a markdown file with code blocks and syntax highlighting</description>
    <pubDate>Tue, 08 Mar 2016 00:00:00 GMT</pubDate>
    <author>2070705796@qq.com (潘健豪)</author>
    <category>markdown</category><category>code</category><category>features</category>
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