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Announcement

Private Token Factories

Private Token Factories: How Rafay and Protopia AI Let Sensitive Workloads Run on Shared GPU Capacity

The direct win is being able to serve workloads that used to require dedicated, single-tenant endpoints at multi-tenant utilization instead. In Protopia’s modeled deployment economics, that shift meaningfully lowers annual infrastructure cost for those workloads, since they’re no longer sitting in underutilized carve-outs (actual savings depend on workload mix and scale).

Inference Privacy for Agentic AI Workflows

Useful Agentic AI Has Arrived

Protopia AI’s SafeCLAW makes inference safe for sensitive data, so the work that was previously paying the isolation tax can route to the multi-tenant factory like everything else.

SGT for NVIDIA Nemotron 3

Sensitive Data, Open Models, and the AI Factory’s Inference Privacy Layer

Protopia AI Stained Glass Transform (SGT) is now available for NVIDIA Nemotron 3 Super and Nemotron 3 Nano Omni. As an integrated data-privacy layer, SGT is designed to minimize plaintext exposure from the inference path, so an enterprise’s most sensitive workloads can run on the multi-tenant AI factory infrastructure where supported.

Announcement

Zero Trust AI Factory Architecture

Zero-Trust AI Factories Unlock Sensitive AI Anywhere with Protopia AI Stained Glass Transform and NVIDIA Confidential Containers

NVIDIA Confidential Computing, combined with Protopia AI’s Stained Glass Transform, helps organizations protect sensitive inference data and model IP, enabling more secure AI deployment across multi-tenant infrastructure.

Partner

SGT Supports WWT ARMOR Framework

Breaking Data Silos: How Private Inference Unlocks GPU ROI on Sensitive Data

Private inference architecture, powered by Protopia AI’s Stained Glass, directly strengthens multiple ARMOR domains.

Blog

McKinsey & Mythos reveal new AI threats

McKinsey Lilli hack & Anthropic Mythos reveal new AI cybersecurity threats

The application-layer breach has known fixes, and McKinsey has applied them. The inference pipeline is the second layer, and it is the one Mythos should reframe.

Product

Trustworthy AI Factory Blueprint

Half Your AI Factory Is Sitting Idle, here is the Blueprint That Fixes It

AI Factory ROI depends on using high-value data at full fidelity and running compute at full capacity. Privacy constraints force operators to choose one or the other. HPE and Protopia AI have validated a blueprint that eliminates that tradeoff through private multi-tenant inference.

Announcement

AI Experience Center for SLED

MGT, Protopia AI, and HPE Launch AI Experience Center to Accelerate Secure AI across State, Local, and Education Government (SLED)

MGT, Protopia AI, and HPE introduce a national AI Experience Center for SLED agencies to scale governed AI while protecting sensitive data.

Product

Private Tool Calling for Agentic AI

Private tool calling for agentic AI with Stained Glass

Secure your agentic AI workflows with private tool calling using Stained Glass. Protect sensitive data in tool schemas, arguments, and outputs with end-to-end privacy.
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