Blog

Field notes from
confidential AI.

Technical deep dives, product updates, and engineering notes from the Ultraviolet team on building open-source confidential computing and sovereign AI.

Beyond the Identity Crisis: Level 2 Binding in Cocos aTLS
Featured

Beyond the Identity Crisis: Level 2 Binding in Cocos aTLS

We've overhauled our attested TLS implementation to achieve Level 2 session binding, formally mitigating the relay attack vulnerabilities identified at IETF SEAT.

Sammy OinaDanko Miladinovic
Sammy Oina, Danko Miladinovic
March 27, 2026
confidential-computingattestationaTLSsecurity
Cube AI Public Beta: The Future of Confidential LLM Inference is Here
announcement Cube AI

Cube AI Public Beta: The Future of Confidential LLM Inference is Here

We are incredibly excited to announce the public beta release of Cube AI. Unlock the power of open-source, hardware-secured generative AI. Build and deploy agentic workflows with absolute data privacy using Trusted Execution Environments.

sammy oina
sammy oina
March 4, 2026
confidential-computingaiprivacycube ai
TLS and TEEs: Cocos AI Attested TLS — Design, Limitations, and the Path Forward
Cocos AI

TLS and TEEs: Cocos AI Attested TLS — Design, Limitations, and the Path Forward

A rigorous look at Cocos AI's attested TLS implementation, the relay attacks identified by formal analysis at IETF SEAT, and what we plan to do about them.

Danko MiladinovicJovan DjukicSammy Oina
Danko Miladinovic, Jovan Djukic, Sammy Oina
February 27, 2026
confidential-computingattestationaTLScocos ai
AMD SEV-SNP vs Intel TDX: Understanding TEE Support in Cube AI
Cube AI

AMD SEV-SNP vs Intel TDX: Understanding TEE Support in Cube AI

A technical comparison of AMD SEV-SNP and Intel TDX confidential computing technologies, and how Cube AI abstracts their complexities to provide a unified, secure platform for AI workloads.

sammy oina
sammy oina
February 24, 2026
securityconfidential-computingamdintel
Securing Trust: RATS and Attested TLS (aTLS)
Cocos AI

Securing Trust: RATS and Attested TLS (aTLS)

COCOS AI leverages modern attestation standards to prove the integrity and operational state of the platform.

Jovan Djukic
Jovan Djukic
February 19, 2026
confidential-computingattestationaTLScocos ai
The Privacy Paradox: Why AI Teams Should Care About Confidential Computing
blog Cube AI

The Privacy Paradox: Why AI Teams Should Care About Confidential Computing

AI teams face a growing privacy paradox: they must process highly sensitive data at cloud scale while traditional architectures leave data in use exposed. This post explains how confidential computing and TEEs close that gap for enterprise AI workloads.

Jilks Smith
Jilks Smith
February 16, 2026
confidential-computingai-securityprivacytee
Prism AI Public Beta: Empowering Secure AI Collaboration
announcement Prism AI

Prism AI Public Beta: Empowering Secure AI Collaboration

We are thrilled to announce the public beta release of Prism AI, our confidential computing platform for secure AI collaboration. Build and deploy privacy-preserving AI with hardware-verified security.

sammy oina
sammy oina
February 12, 2026
confidential-computingaiprivacyprism ai
vLLM vs Ollama in Cube AI: Choosing the Right LLM Backend for Your Use Case
Cube AI

vLLM vs Ollama in Cube AI: Choosing the Right LLM Backend for Your Use Case

Compare vLLM and Ollama as pluggable LLM backends in Cube AI, and learn how to choose the right engine for your latency, throughput, cost, and deployment requirements.

Washington Kamadi
Washington Kamadi
February 11, 2026
architecturedevopsinferencevllm
Unleashing Confidential AI: Cocos v0.8.0 and Prism v0.6.0 Released
Cocos AI

Unleashing Confidential AI: Cocos v0.8.0 and Prism v0.6.0 Released

Ultraviolet releases Cocos AI v0.8.0 and Prism v0.6.0, enhancing the confidential computing ecosystem. These updates bring improved attestation, stronger security, and a better enterprise experience.

sammy oina
sammy oina
February 6, 2026
confidential-computingaicocos aiprism ai
Confidential Computing Meets AI: How Cube AI Protects Your LLM Prompts
Cube AI

Confidential Computing Meets AI: How Cube AI Protects Your LLM Prompts

Cube AI leverages confidential computing and TEEs to protect your sensitive AI workloads. Ensure your prompts remain private with hardware-verified security.

sammy oina
sammy oina
January 30, 2026
securityconfidential-computingaiprivacy