diff --git a/404.html b/404.html index 46021a7..77517aa 100644 --- a/404.html +++ b/404.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. Liu -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/about/index.html b/about/index.html index 77c7152..eae9f6e 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/authors/index.html b/authors/index.html index 0f95549..08610a8 100644 --- a/authors/index.html +++ b/authors/index.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. Liu -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/categories/index.html b/categories/index.html index aef9a0f..628d0a2 100644 --- a/categories/index.html +++ b/categories/index.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. Liu -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/index.html b/index.html index 0a1c891..ff5a421 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 +[13a094e] \ No newline at end of file diff --git a/index.xml b/index.xml index 06b7a5b..3681c78 100644 --- a/index.xml +++ b/index.xml @@ -1,4 +1,12 @@ -Eric X. Liu's Personal Pagehttps://ericxliu.me/Recent content on Eric X. Liu's Personal PageHugoenSat, 27 Dec 2025 22:05:12 +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> +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> <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> diff --git a/posts/benchmarking-llms-on-jetson-orin-nano/index.html b/posts/benchmarking-llms-on-jetson-orin-nano/index.html index 06cb1bd..65f7845 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 229bae1..54a5df0 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 88ca0bd..b0e5df8 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 3830856..e1ef0dc 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 051e3d1..326f399 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/index.html b/posts/index.html index 943ab78..41c45d6 100644 --- a/posts/index.html +++ b/posts/index.html @@ -1,6 +1,7 @@ Posts · Eric X. Liu's Personal Page

Posts

Posts

\ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/index.xml b/posts/index.xml index 1073892..1976b25 100644 --- a/posts/index.xml +++ b/posts/index.xml @@ -1,4 +1,12 @@ -Posts on Eric X. Liu's Personal Pagehttps://ericxliu.me/posts/Recent content in Posts on Eric X. Liu's Personal PageHugoenSat, 27 Dec 2025 22:05:12 +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> +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> <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"> diff --git a/posts/jellyfin-sso-with-authentik/index.html b/posts/jellyfin-sso-with-authentik/index.html new file mode 100644 index 0000000..3c2ac22 --- /dev/null +++ b/posts/jellyfin-sso-with-authentik/index.html @@ -0,0 +1,74 @@ +Setting Up Jellyfin SSO with Authentik: Surviving the Beta · Eric X. Liu's Personal Page

Setting Up Jellyfin SSO with Authentik: Surviving the Beta

+ +3-minute read

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’t immediately obvious.

The Setup + +Link to heading

The configuration is best handled via API (curl) rather than the UI, as it ensures all fields are correctly typed and persistent.

1. Authentik (Terraform) + +Link to heading

Let Authentik manage the secrets. Don’t hardcode them.

resource "authentik_provider_oauth2" "jellyfin" {
+  name          = "Jellyfin"
+  client_id     = "jellyfin-ericxliu-me"
+  # client_secret omitted -> auto-generated
+  property_mappings  = [
+    authentik_scope_mapping.openid.id,
+    authentik_scope_mapping.profile.id,
+    authentik_scope_mapping.email.id,
+    authentik_scope_mapping.groups.id
+  ]
+  # ...
+}
+

2. Jellyfin Plugin (Bash/Curl) + +Link to heading

# ... (retrieve secret from terraform) ...
+curl -X POST "https://jellyfin.ericxliu.me/SSO/OID/Add/authentik" ... -d '{
+   "OidClientId": "jellyfin-ericxliu-me",
+   "OidSecret": "'"${SECRET}"'",
+   "OidScopes": ["openid", "profile", "email", "groups"],
+   "SchemeOverride": "https",
+   "RoleClaim": "groups"
+ }'
+

Obscure Errors & Fixes + +Link to heading

Because the plugin is still maturing, it doesn’t always handle configuration errors gracefully. Here are the two main “cryptic” failures I encountered.

1. The “Value cannot be null” Crash + +Link to heading

The Symptom: +You attempt to start the SSO flow and get a generic 500 error. The Jellyfin logs show a C# exception:

System.ArgumentNullException: Value cannot be null. (Parameter 'source')
+   at System.Linq.Enumerable.Prepend[TSource](IEnumerable`1 source, TSource element)
+   at Jellyfin.Plugin.SSO.Api.SSOController.OidChallenge(...)
+

The Reality: +This looks like deep internal failure, but it’s actually a simple configuration miss. The plugin code attempts to prepend “openid profile” to your configured scopes without checking if your scopes array exists first. +The Fix: +You must explicitly provide "OidScopes" in your JSON configuration. It cannot be null or omitted.

"OidScopes": ["openid", "profile", "email", "groups"]
+

2. The HTTP/HTTPS Mismatch (Redirect Loop) + +Link to heading

The Symptom: +Authentik rejects the authorization request with “Redirect URI mismatch”, or the browser enters a redirect loop. +The Reality: +Jellyfin often sits behind a reverse proxy (Ingress/Traefik) terminating TLS. Use Browser Developer Tools to inspect the network requests. You will likely see the redirect_uri parameter encoded as http://jellyfin... instead of https://. configuration. +The Fix: +Do not rely on header forwarding magic. Force the scheme in the plugin configuration:

"SchemeOverride": "https"
+

3. Case Sensitivity in JSON + +Link to heading

The Symptom: Configuration seems to be ignored or fields remain empty after a POST. +The Reality: The plugin’s API controller keys are Case Sensitive in some versions/contexts. +The Fix: Stick to PascalCase for the keys (OidEndpoint, AdminRoles) as seen in the C# DTOs, rather than camelCase (oidEndpoint), unless the specific version documentation explicitly states otherwise. When in doubt, checking the source code (SSOController.cs) is often faster than trusting the README.

Summary + +Link to heading

When debugging Jellyfin SSO, don’t trust the UI to tell you what’s wrong.

  1. Check the logs (kubectl logs) for C# stack traces.
  2. Sanitize your JSON inputs (arrays can’t be null).
  3. Inspect the URL parameters in your browser to see what Redirect URI is actually being generated.

References + +Link to heading

  • Jellyfin SSO Plugin Repository: https://github.com/9p4/jellyfin-plugin-sso
  • Authentik Documentation: https://goauthentik.io/docs/providers/oauth2/
  • Jellyfin API Documentation: https://api.jellyfin.org/
\ 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 3aef946..cbd36d4 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 768906f..6482682 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/page/2/index.html b/posts/page/2/index.html index 231c61a..947888d 100644 --- a/posts/page/2/index.html +++ b/posts/page/2/index.html @@ -1,6 +1,7 @@ Posts · Eric X. Liu's Personal Page

Posts

Posts

\ No newline at end of file +[13a094e] \ 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 2e1a47b..5ee001f 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/quantization-in-llms/index.html b/posts/quantization-in-llms/index.html index 37fcedf..8c26098 100644 --- a/posts/quantization-in-llms/index.html +++ b/posts/quantization-in-llms/index.html @@ -7,4 +7,4 @@ 2016 - 2025 Eric X. Liu -[30f639d] \ No newline at end of file +[13a094e] \ 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 e680720..2c794b5 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/supabase-deep-dive/index.html b/posts/supabase-deep-dive/index.html index 251049c..d4c166a 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 09e19f2..dc68de8 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 ecf07c6..be19877 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[30f639d] \ No newline at end of file +[13a094e] \ 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 3ede0e9..22b521a 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 74565d6..a357ff7 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 -[30f639d] \ No newline at end of file +[13a094e] \ 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 589494a..55e17e1 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/useful/index.html b/posts/useful/index.html index 210d74b..883161f 100644 --- a/posts/useful/index.html +++ b/posts/useful/index.html @@ -9,4 +9,4 @@ One-minute read
    • [30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/posts/vattention/index.html b/posts/vattention/index.html index 59d1dc5..6b006d4 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 -[30f639d] \ No newline at end of file +[13a094e] \ No newline at end of file diff --git a/series/index.html b/series/index.html index 3f53678..bba9356 100644 --- a/series/index.html +++ b/series/index.html @@ -4,4 +4,4 @@ 2016 - 2025 Eric X. 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