diff --git a/404.html b/404.html index 77517aa..6b74676 100644 --- a/404.html +++ b/404.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/about/index.html b/about/index.html index eae9f6e..4bf6460 100644 --- a/about/index.html +++ b/about/index.html @@ -13,4 +13,4 @@ My work focuses on Infrastructure Performance and Customer Engineering, specific 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/authors/index.html b/authors/index.html index 08610a8..05f3024 100644 --- a/authors/index.html +++ b/authors/index.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/categories/index.html b/categories/index.html index 628d0a2..eb854e6 100644 --- a/categories/index.html +++ b/categories/index.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/index.html b/index.html index ff5a421..7f83792 100644 --- a/index.html +++ b/index.html @@ -1,8 +1,8 @@ Eric X. Liu's Personal Page
avatar

Eric X. Liu

  • -
\ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/index.xml b/index.xml index 3681c78..3ec7063 100644 --- a/index.xml +++ b/index.xml @@ -1,12 +1,4 @@ -Eric X. Liu's Personal Pagehttps://ericxliu.me/Recent content on Eric X. Liu's Personal PageHugoenSun, 28 Dec 2025 20:42:03 +0000Setting Up Jellyfin SSO with Authentik: Surviving the Betahttps://ericxliu.me/posts/jellyfin-sso-with-authentik/Sun, 28 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/jellyfin-sso-with-authentik/<p>I recently integrated Jellyfin with Authentik for Single Sign-On (SSO). While the plugin works, it is still very much in an early development phase. The logging is often sparse or cryptic, and the feedback loop can be frustrating. Here is a guide focused on the obscure errors you might encounter and the simple fixes that aren&rsquo;t immediately obvious.</p> -<h2 id="the-setup"> - The Setup - <a class="heading-link" href="#the-setup"> - <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> - <span class="sr-only">Link to heading</span> - </a> -</h2> -<p>The configuration is best handled via API (curl) rather than the UI, as it ensures all fields are correctly typed and persistent.</p>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLMhttps://ericxliu.me/posts/technical-deep-dive-llm-categorization/Sat, 27 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/technical-deep-dive-llm-categorization/<p>Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &ldquo;wait, was this dinner or <em>vacation</em> dinner?&rdquo; questions.</p> +Eric X. Liu's Personal Pagehttps://ericxliu.me/Recent content on Eric X. Liu's Personal PageHugoenSun, 28 Dec 2025 21:21:42 +0000From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLMhttps://ericxliu.me/posts/technical-deep-dive-llm-categorization/Sat, 27 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/technical-deep-dive-llm-categorization/<p>Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &ldquo;wait, was this dinner or <em>vacation</em> dinner?&rdquo; questions.</p> <p>For years, I relied on a rule-based system to categorize our credit card transactions. It worked&hellip; mostly. But maintaining <code>if &quot;UBER&quot; in description and amount &gt; 50</code> style rules is a never-ending battle against the entropy of merchant names and changing habits.</p>Abouthttps://ericxliu.me/about/Fri, 19 Dec 2025 22:46:12 -0800https://ericxliu.me/about/<img src="https://ericxliu.me/images/about.jpeg" alt="Eric Liu" width="300" style="float: left; margin-right: 1.5rem; margin-bottom: 1rem; border-radius: 8px;"/> <p>Hi, I&rsquo;m <strong>Eric Liu</strong>.</p> <p>I am a <strong>Staff Software Engineer and Tech Lead Manager (TLM)</strong> at <strong>Google</strong>, based in Sunnyvale, CA.</p> @@ -19,7 +11,15 @@ <span class="sr-only">Link to heading</span> </a> </h4> -<p>Prior to PagedAttention, systems allocated contiguous memory for the maximum possible context length, leading to severe fragmentation and wasted memory. PagedAttention addressed this by chunking the KV cache into non-contiguous blocks, managed by a software-defined &ldquo;page table&rdquo; (the Block Table) [1].</p>Why Your Jetson Orin Nano's 40 TOPS Goes Unused (And What That Means for Edge AI)https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/Sat, 04 Oct 2025 00:00:00 +0000https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/<h2 id="introduction"> +<p>Prior to PagedAttention, systems allocated contiguous memory for the maximum possible context length, leading to severe fragmentation and wasted memory. PagedAttention addressed this by chunking the KV cache into non-contiguous blocks, managed by a software-defined &ldquo;page table&rdquo; (the Block Table) [1].</p>Setting Up Jellyfin SSO with Authentik: Surviving the Betahttps://ericxliu.me/posts/jellyfin-sso-with-authentik/Sat, 15 Nov 2025 00:00:00 +0000https://ericxliu.me/posts/jellyfin-sso-with-authentik/<p>I recently integrated Jellyfin with Authentik for Single Sign-On (SSO). While the plugin works, it is still very much in an early development phase. The logging is often sparse or cryptic, and the feedback loop can be frustrating. Here is a guide focused on the obscure errors you might encounter and the simple fixes that aren&rsquo;t immediately obvious.</p> +<h2 id="the-setup"> + The Setup + <a class="heading-link" href="#the-setup"> + <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> + <span class="sr-only">Link to heading</span> + </a> +</h2> +<p>The configuration is best handled via API (curl) rather than the UI, as it ensures all fields are correctly typed and persistent.</p>Why Your Jetson Orin Nano's 40 TOPS Goes Unused (And What That Means for Edge AI)https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/Sat, 04 Oct 2025 00:00:00 +0000https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/<h2 id="introduction"> Introduction <a class="heading-link" href="#introduction"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> diff --git a/posts/benchmarking-llms-on-jetson-orin-nano/index.html b/posts/benchmarking-llms-on-jetson-orin-nano/index.html index 65f7845..3ad1e10 100644 --- a/posts/benchmarking-llms-on-jetson-orin-nano/index.html +++ b/posts/benchmarking-llms-on-jetson-orin-nano/index.html @@ -62,4 +62,4 @@ After running 66 inference tests across seven different language models ranging 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/breville-barista-pro-maintenance/index.html b/posts/breville-barista-pro-maintenance/index.html index 54a5df0..07f87b7 100644 --- a/posts/breville-barista-pro-maintenance/index.html +++ b/posts/breville-barista-pro-maintenance/index.html @@ -25,4 +25,4 @@ Understanding the Two Primary Maintenance Cycles Link to heading The Breville Ba 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html b/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html index b0e5df8..70f9ac1 100644 --- a/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html +++ b/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html @@ -20,4 +20,4 @@ Our overarching philosophy is simple: isolate and change only one variable at a 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html b/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html index e1ef0dc..5e47c34 100644 --- a/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html +++ b/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html @@ -168,4 +168,4 @@ Flashing NVIDIA Jetson devices remotely presents unique challenges when the host 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/how-rvq-teaches-llms-to-see-and-hear/index.html b/posts/how-rvq-teaches-llms-to-see-and-hear/index.html index 326f399..7a8549a 100644 --- a/posts/how-rvq-teaches-llms-to-see-and-hear/index.html +++ b/posts/how-rvq-teaches-llms-to-see-and-hear/index.html @@ -18,4 +18,4 @@ The answer lies in creating a universal language—a bridge between the continuo 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/index.html b/posts/index.html index 41c45d6..4f4d2da 100644 --- a/posts/index.html +++ b/posts/index.html @@ -1,10 +1,10 @@ Posts · Eric X. Liu's Personal Page

Posts

Posts

\ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/index.xml b/posts/index.xml index 1976b25..d99c2bf 100644 --- a/posts/index.xml +++ b/posts/index.xml @@ -1,12 +1,4 @@ -Posts on Eric X. Liu's Personal Pagehttps://ericxliu.me/posts/Recent content in Posts on Eric X. Liu's Personal PageHugoenSun, 28 Dec 2025 20:42:03 +0000Setting Up Jellyfin SSO with Authentik: Surviving the Betahttps://ericxliu.me/posts/jellyfin-sso-with-authentik/Sun, 28 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/jellyfin-sso-with-authentik/<p>I recently integrated Jellyfin with Authentik for Single Sign-On (SSO). While the plugin works, it is still very much in an early development phase. The logging is often sparse or cryptic, and the feedback loop can be frustrating. Here is a guide focused on the obscure errors you might encounter and the simple fixes that aren&rsquo;t immediately obvious.</p> -<h2 id="the-setup"> - The Setup - <a class="heading-link" href="#the-setup"> - <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> - <span class="sr-only">Link to heading</span> - </a> -</h2> -<p>The configuration is best handled via API (curl) rather than the UI, as it ensures all fields are correctly typed and persistent.</p>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLMhttps://ericxliu.me/posts/technical-deep-dive-llm-categorization/Sat, 27 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/technical-deep-dive-llm-categorization/<p>Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &ldquo;wait, was this dinner or <em>vacation</em> dinner?&rdquo; questions.</p> +Posts on Eric X. Liu's Personal Pagehttps://ericxliu.me/posts/Recent content in Posts on Eric X. Liu's Personal PageHugoenSun, 28 Dec 2025 21:21:42 +0000From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLMhttps://ericxliu.me/posts/technical-deep-dive-llm-categorization/Sat, 27 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/technical-deep-dive-llm-categorization/<p>Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &ldquo;wait, was this dinner or <em>vacation</em> dinner?&rdquo; questions.</p> <p>For years, I relied on a rule-based system to categorize our credit card transactions. It worked&hellip; mostly. But maintaining <code>if &quot;UBER&quot; in description and amount &gt; 50</code> style rules is a never-ending battle against the entropy of merchant names and changing habits.</p>The Convergence of Fast Weights, Linear Attention, and State Space Modelshttps://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/Fri, 19 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/<p>Modern Large Language Models (LLMs) are dominated by the Transformer architecture. However, as context windows grow, the computational cost of the Transformer’s attention mechanism has become a primary bottleneck. Recent discussions in the AI community—most notably by Geoffrey Hinton—have highlighted a theoretical link between biological memory mechanisms (&ldquo;Fast Weights&rdquo;) and efficient engineering solutions like Linear Transformers and State Space Models (SSMs).</p> <p>This article explores the mathematical equivalence between Hinton’s concept of Fast Weights as Associative Memory and the recurrence mechanisms found in models such as Mamba and RWKV.</p>vAttentionhttps://ericxliu.me/posts/vattention/Mon, 08 Dec 2025 00:00:00 +0000https://ericxliu.me/posts/vattention/<p>Large Language Model (LLM) inference is memory-bound, primarily due to the Key-Value (KV) cache—a store of intermediate state that grows linearly with sequence length. Efficient management of this memory is critical for throughput. While <strong>PagedAttention</strong> (popularized by vLLM) became the industry standard by solving memory fragmentation via software, recent research suggests that leveraging the GPU’s native hardware Memory Management Unit (MMU) offers a more performant and portable solution.</p> <h4 id="the-status-quo-pagedattention-and-software-tables"> @@ -16,7 +8,15 @@ <span class="sr-only">Link to heading</span> </a> </h4> -<p>Prior to PagedAttention, systems allocated contiguous memory for the maximum possible context length, leading to severe fragmentation and wasted memory. PagedAttention addressed this by chunking the KV cache into non-contiguous blocks, managed by a software-defined &ldquo;page table&rdquo; (the Block Table) [1].</p>Why Your Jetson Orin Nano's 40 TOPS Goes Unused (And What That Means for Edge AI)https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/Sat, 04 Oct 2025 00:00:00 +0000https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/<h2 id="introduction"> +<p>Prior to PagedAttention, systems allocated contiguous memory for the maximum possible context length, leading to severe fragmentation and wasted memory. PagedAttention addressed this by chunking the KV cache into non-contiguous blocks, managed by a software-defined &ldquo;page table&rdquo; (the Block Table) [1].</p>Setting Up Jellyfin SSO with Authentik: Surviving the Betahttps://ericxliu.me/posts/jellyfin-sso-with-authentik/Sat, 15 Nov 2025 00:00:00 +0000https://ericxliu.me/posts/jellyfin-sso-with-authentik/<p>I recently integrated Jellyfin with Authentik for Single Sign-On (SSO). While the plugin works, it is still very much in an early development phase. The logging is often sparse or cryptic, and the feedback loop can be frustrating. Here is a guide focused on the obscure errors you might encounter and the simple fixes that aren&rsquo;t immediately obvious.</p> +<h2 id="the-setup"> + The Setup + <a class="heading-link" href="#the-setup"> + <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> + <span class="sr-only">Link to heading</span> + </a> +</h2> +<p>The configuration is best handled via API (curl) rather than the UI, as it ensures all fields are correctly typed and persistent.</p>Why Your Jetson Orin Nano's 40 TOPS Goes Unused (And What That Means for Edge AI)https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/Sat, 04 Oct 2025 00:00:00 +0000https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/<h2 id="introduction"> Introduction <a class="heading-link" href="#introduction"> <i class="fa-solid fa-link" aria-hidden="true" title="Link to heading"></i> diff --git a/posts/jellyfin-sso-with-authentik/index.html b/posts/jellyfin-sso-with-authentik/index.html index 3c2ac22..1a92208 100644 --- a/posts/jellyfin-sso-with-authentik/index.html +++ b/posts/jellyfin-sso-with-authentik/index.html @@ -8,10 +8,10 @@ The configuration is best handled via API (curl) rather than the UI, as it ensures all fields are correctly typed and persistent.">
\ No newline at end of file diff --git a/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html b/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html index cbd36d4..81fd89c 100644 --- a/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html +++ b/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html @@ -44,4 +44,4 @@ The Top-K routing mechanism, as illustrated in the provided ima 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html b/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html index 6482682..2f5163f 100644 --- a/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html +++ b/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html @@ -98,4 +98,4 @@ When using WireGuard together with MWAN3 on OpenWrt, the tunnel can fail to esta 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/page/2/index.html b/posts/page/2/index.html index 947888d..10aafcd 100644 --- a/posts/page/2/index.html +++ b/posts/page/2/index.html @@ -13,4 +13,4 @@ 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/ppo-for-language-models/index.html b/posts/ppo-for-language-models/index.html index 5ee001f..8e9b8a5 100644 --- a/posts/ppo-for-language-models/index.html +++ b/posts/ppo-for-language-models/index.html @@ -25,4 +25,4 @@ where δ_t = r_t + γV(s_{t+1}) - V(s_t)

  • γ (gam 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/quantization-in-llms/index.html b/posts/quantization-in-llms/index.html index 8c26098..ef54e49 100644 --- a/posts/quantization-in-llms/index.html +++ b/posts/quantization-in-llms/index.html @@ -7,4 +7,4 @@ 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html b/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html index 2c794b5..0472e6f 100644 --- a/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html +++ b/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html @@ -59,4 +59,4 @@ nvidia-smi failed to communicate with the NVIDIA driver modprobe nvidia → “K 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/supabase-deep-dive/index.html b/posts/supabase-deep-dive/index.html index d4c166a..c09a543 100644 --- a/posts/supabase-deep-dive/index.html +++ b/posts/supabase-deep-dive/index.html @@ -90,4 +90,4 @@ Supabase enters this space with a radically different philosophy: transparency. 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html b/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html index dc68de8..bceb4d3 100644 --- a/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html +++ b/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html @@ -30,4 +30,4 @@ But to truly understand the field, we must look at the pivotal models that explo 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/technical-deep-dive-llm-categorization/index.html b/posts/technical-deep-dive-llm-categorization/index.html index be19877..69c372f 100644 --- a/posts/technical-deep-dive-llm-categorization/index.html +++ b/posts/technical-deep-dive-llm-categorization/index.html @@ -73,4 +73,4 @@ It turned out to be a syntax error in my arguments passed to the Trainer[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html b/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html index 22b521a..196fc4e 100644 --- a/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html +++ b/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html @@ -26,4 +26,4 @@ This article explores the mathematical equivalence between Hinton’s concept of 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/transformer-s-core-mechanics/index.html b/posts/transformer-s-core-mechanics/index.html index a357ff7..0d0d7c7 100644 --- a/posts/transformer-s-core-mechanics/index.html +++ b/posts/transformer-s-core-mechanics/index.html @@ -36,4 +36,4 @@ In deep learning, a “channel” can be thought of as a feature dimensi 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/unifi-vlan-migration-to-zone-based-architecture/index.html b/posts/unifi-vlan-migration-to-zone-based-architecture/index.html index 55e17e1..92b5a09 100644 --- a/posts/unifi-vlan-migration-to-zone-based-architecture/index.html +++ b/posts/unifi-vlan-migration-to-zone-based-architecture/index.html @@ -28,4 +28,4 @@ This article documents that journey. It details the pitfalls encountered, the co 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/useful/index.html b/posts/useful/index.html index 883161f..69710d4 100644 --- a/posts/useful/index.html +++ b/posts/useful/index.html @@ -9,4 +9,4 @@ One-minute read
    • [13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/posts/vattention/index.html b/posts/vattention/index.html index 6b006d4..0450baf 100644 --- a/posts/vattention/index.html +++ b/posts/vattention/index.html @@ -31,4 +31,4 @@ The GPU TLB hierarchy is sensitive to page sizes.

      • 4KB Pages:< 2016 - 2025 Eric X. Liu -[13a094e] \ No newline at end of file +[fbdae5f] \ No newline at end of file diff --git a/series/index.html b/series/index.html index bba9356..6c97e19 100644 --- a/series/index.html +++ b/series/index.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. 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