CUBE-46 - Add blog post on scaling confidential AI inference by WashingtonKK · Pull Request #26 · ultravioletrs/website

WashingtonKK · 2026-02-06T07:43:19Z

What type of PR is this?

What does this do?

Which issue(s) does this PR fix/relate to?

Resolves #Scaling Confidential AI Inference: Multi-Tenant Architecture in Cube AI cube-docs#46

Have you included tests for your changes?

Did you document any new/modified features?

Notes

SammyOina · 2026-02-06T13:31:37Z

content/blogs/scaling-confidential-ai-inference.md

+
+- **AMD SEV-SNP** — Secure Encrypted Virtualization with Secure Nested Paging, providing memory encryption and integrity protection at the hardware level
+- **Intel TDX** — Trust Domain Extensions, offering hardware-isolated virtual machines with cryptographic attestation
+- **Azure Confidential VMs** — Microsoft Azure's confidential computing offering, integrated through the Microsoft Azure Attestation (MAA) service


gcp as well

SammyOina · 2026-02-06T13:32:06Z

content/blogs/scaling-confidential-ai-inference.md

+- **AMD SEV-SNP** — Secure Encrypted Virtualization with Secure Nested Paging, providing memory encryption and integrity protection at the hardware level
+- **Intel TDX** — Trust Domain Extensions, offering hardware-isolated virtual machines with cryptographic attestation
+- **Azure Confidential VMs** — Microsoft Azure's confidential computing offering, integrated through the Microsoft Azure Attestation (MAA) service
+- **vTPM-backed environments** — virtual Trusted Platform Module support for environments that use TPM-based attestation chains


vtpm is not an environment by itself it is used in combination with sev-snp

SammyOina · 2026-02-06T13:33:38Z

content/blogs/scaling-confidential-ai-inference.md

this does not seem to make any reference to smq which is the multi tenant provider

Copilot

Pull request overview

Adds a new Cube AI blog post (“Scaling Confidential AI Inference: Multi-Tenant Architecture in Cube”) and updates the generated static site artifacts so the post appears in listings and the sitemap.

Changes:

Added new Markdown source post for scaling confidential AI inference.
Added/updated generated blog HTML pages (post page, blog listing, “Next Read” section).
Updated sitemap.xml and .blogcache to include the new post.

Reviewed changes

Copilot reviewed 6 out of 7 changed files in this pull request and generated 5 comments.

Show a summary per file

File	Description
sitemap.xml	Adds new blog URLs and updates lastmod metadata.
content/blogs/scaling-confidential-ai-inference.md	New blog post content + frontmatter.
blog/scaling-confidential-ai-inference/index.html	Generated HTML page for the new post.
blog/index.html	Adds the new post card to the blog listing.
blog/confidential-computing-meets-ai/index.html	Adds “Next Read” section linking to the new post.
.blogcache	Adds cache entry for the new Markdown post.

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Copilot · 2026-02-17T13:44:50Z

blog/scaling-confidential-ai-inference/index.html

+        }
+      }
+
+      hljs.highlightAll();


The page calls hljs.highlightAll() but there’s no Highlight.js script included, so this will throw a ReferenceError and prevent the rest of the DOMContentLoaded handler (e.g., code wrapper/copy button setup) from running. Either include Highlight.js on the page or guard the call (e.g., check typeof hljs !== 'undefined').

Suggested change

hljs.highlightAll();

if (typeof hljs !== 'undefined' && typeof hljs.highlightAll === 'function') {

hljs.highlightAll();

}

Copilot · 2026-02-17T13:44:50Z

sitemap.xml

+        <loc>https://www.ultraviolet.rs/blog/amd-sev-snp-vs-intel-tdx/</loc>
+        <lastmod>2026-02-06</lastmod>
+        <changefreq>monthly</changefreq>
+        <priority>0.7</priority>
+    </url>
+    <url>
+        <loc>https://www.ultraviolet.rs/blog/scaling-confidential-ai-inference/</loc>
+        <lastmod>2026-02-06</lastmod>
+        <changefreq>monthly</changefreq>
+        <priority>0.7</priority>


The sitemap mixes https://ultraviolet.rs and https://www.ultraviolet.rs hosts. These new blog entries use www, while many earlier entries use the bare domain; this can lead to duplicate URLs in search indexes. Please standardize sitemap <loc> hosts to match the site’s canonical URLs.

Copilot · 2026-02-17T13:44:50Z

content/blogs/scaling-confidential-ai-inference.md

+author:
+  name: "Washington Kamadi"
+  picture: "https://avatars.githubusercontent.com/u/43080232?v=4&size=64"
+tags: [architecture, operations, multi-tenancy, confidential-computing, infrastructure, "cube ai"]
+image: /img/scaling-confidential-ai-inference/scaling_confidential_ai_inference_cover.png


The post frontmatter doesn’t follow the fields the site builder actually reads (excerpt, description, coverImage, ogImage.url, category). As a result, the generated HTML ends up with empty meta descriptions and missing/incorrect social/cover images. Please update the frontmatter to use the supported keys (and drop/replace image, which is ignored by the builder).

Suggested change

author:

name: "Washington Kamadi"

picture: "https://avatars.githubusercontent.com/u/43080232?v=4&size=64"

tags: [architecture, operations, multi-tenancy, confidential-computing, infrastructure, "cube ai"]

image: /img/scaling-confidential-ai-inference/scaling_confidential_ai_inference_cover.png

excerpt: "How Cube uses confidential computing and domain-based multi-tenancy to securely scale AI inference across tenants at production."

description: "An in-depth look at Cube's multi-tenant architecture for confidential AI inference, combining confidential computing, attested infrastructure, and strong observability to securely run AI workloads at production scale."

author:

name: "Washington Kamadi"

picture: "https://avatars.githubusercontent.com/u/43080232?v=4&size=64"

tags: [architecture, operations, multi-tenancy, confidential-computing, infrastructure, "cube ai"]

category: architecture

coverImage: /img/scaling-confidential-ai-inference/scaling_confidential_ai_inference_cover.png

ogImage:

url: /img/scaling-confidential-ai-inference/scaling_confidential_ai_inference_cover.png

Copilot · 2026-02-17T13:44:51Z

content/blogs/scaling-confidential-ai-inference.md

+```yaml
+MaxIdleConns: 100
+IdleConnTimeout: 90s
+```
+


This fenced block is marked as yaml, but the content is Go http.Transport fields/durations. Using the correct language (e.g., go) will make highlighting/rendering consistent with what the snippet represents.

Copilot · 2026-02-17T13:44:51Z

blog/scaling-confidential-ai-inference/index.html

+  <meta property="og:image" content="https://www.ultraviolet.rs{https://www.ultraviolet.rs/img/header.avif}" />
+
+
+  <meta name="twitter:card" content="summary_large_image" />
+  <meta name="twitter:title" content="Scaling Confidential AI Inference: Multi-Tenant Architecture in Cube" />
+  <meta name="twitter:description" content="" />
+  <meta name="twitter:image" content="https://www.ultraviolet.rs{https://www.ultraviolet.rs/img/header.avif}" />


og:image (and likely twitter:image) is currently an invalid URL: it contains curly braces and appears to concatenate an absolute URL twice. This will break social previews; please ensure the generated value is a single absolute URL to the post’s OG/cover image.

Suggested change

<meta property="og:image" content="https://www.ultraviolet.rs{https://www.ultraviolet.rs/img/header.avif}" />

<meta name="twitter:card" content="summary_large_image" />

<meta name="twitter:title" content="Scaling Confidential AI Inference: Multi-Tenant Architecture in Cube" />

<meta name="twitter:description" content="" />

<meta name="twitter:image" content="https://www.ultraviolet.rs{https://www.ultraviolet.rs/img/header.avif}" />

<meta property="og:image" content="https://www.ultraviolet.rs/img/header.avif" />

<meta name="twitter:card" content="summary_large_image" />

<meta name="twitter:title" content="Scaling Confidential AI Inference: Multi-Tenant Architecture in Cube" />

<meta name="twitter:description" content="" />

<meta name="twitter:image" content="https://www.ultraviolet.rs/img/header.avif" />

Signed-off-by: WashingtonKK <washingtonkigan@gmail.com>

Signed-off-by: Washington Kamadi <washington@ultraviolet.rs>

Signed-off-by: WashingtonKK <washingtonkigan@gmail.com>

…e blog Signed-off-by: WashingtonKK <washingtonkigan@gmail.com>

WashingtonKK changed the title ~~CUBE-46 - Scaling Confidential AI Inference~~ CUBE-46 - Add blog post on scaling confidential AI inference Feb 6, 2026

SammyOina requested changes Feb 6, 2026

View reviewed changes

smithjilks mentioned this pull request Feb 10, 2026

NOISSUE - Add medium blog for prism RBAC #39

Closed

WashingtonKK linked an issue Feb 10, 2026 that may be closed by this pull request

Scaling Confidential AI Inference: Multi-Tenant Architecture in Cube AI ultravioletrs/cube-docs#46

Open

SammyOina requested a review from Copilot February 17, 2026 13:40

Copilot started reviewing on behalf of SammyOina February 17, 2026 13:40 View session

Copilot AI reviewed Feb 17, 2026

View reviewed changes

SammyOina requested review from fbugarski and smithjilks February 18, 2026 10:59

WashingtonKK added 4 commits February 19, 2026 15:33

Add blog post on scaling confidential ai

b80eaa4

Signed-off-by: WashingtonKK <washingtonkigan@gmail.com>

Update scaling confidential AI blog with cover image and author

c0c9987

Signed-off-by: Washington Kamadi <washington@ultraviolet.rs>

update blog

673903a

Signed-off-by: WashingtonKK <washingtonkigan@gmail.com>

CUBE-46 - Address review comments on scaling confidential AI inferenc…

c1fc730

…e blog Signed-off-by: WashingtonKK <washingtonkigan@gmail.com>

WashingtonKK force-pushed the blog-4 branch from 861d8cc to c1fc730 Compare February 19, 2026 12:36

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CUBE-46 - Add blog post on scaling confidential AI inference#26

CUBE-46 - Add blog post on scaling confidential AI inference#26
WashingtonKK wants to merge 4 commits intomainfrom
blog-4

WashingtonKK commented Feb 6, 2026

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WashingtonKK commented Feb 6, 2026

What type of PR is this?

What does this do?

Which issue(s) does this PR fix/relate to?

Have you included tests for your changes?

Did you document any new/modified features?

Notes

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