https://store-images.s-microsoft.com/image/apps.59632.f7a9895b-9af8-4039-8d13-856c1dbb13de.adf9fd04-9643-41ad-ad76-0baf91e5439c.c854f579-467b-4bac-8f87-00445aa83cf5

AISTUDIO CONFIDENTIAL FEDERATED

Twixsoft LLC

AISTUDIO CONFIDENTIAL FEDERATED

Twixsoft LLC

Confidential computing, confidential enclave, secure ChatGPT, secret machine learning, federated

Platform for confidential computing with hosted Ray, hosted MLOps, kubernetes, ChatGPT, text-to-action services, WEBAPP UI deployment, developer portal.

In classical computing, data exists in three states: in transit, at rest, and in use. Data traversing the network is “in transit,” data in storage is “at rest,” and data being processed is “in use.” In a world where we are constantly storing, consuming, and sharing sensitive data – from credit card data to medical records, from firewall configurations to our geolocation data – protecting sensitive data in all of its states is more critical than ever.
Today, data is often encrypted at rest in storage and in transit across the network, but not while in use in memory. Additionality, the ability to protect data and code while it is in use is limited in conventional computing infrastructure. Organizations that handle sensitive data such as Personally Identifiable Information (PII), financial data, or health information need to mitigate threats that target the confidentiality and integrity of either the application or the data in system memory.
Today, data is often encrypted at rest in storage and in transit across the network, but not while in use in memory. Additionality, the ability to protect data and code while it is in use is limited in conventional computing infrastructure. Organizations that handle sensitive data such as Personally Identifiable Information (PII), financial data, or health information need to mitigate threats that target the confidentiality and integrity of either the application or the data in system memory.
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https://store-images.s-microsoft.com/image/apps.49037.f7a9895b-9af8-4039-8d13-856c1dbb13de.adf9fd04-9643-41ad-ad76-0baf91e5439c.0e97a325-ccaf-4307-8b41-a7a8848814c8
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https://store-images.s-microsoft.com/image/apps.49037.f7a9895b-9af8-4039-8d13-856c1dbb13de.adf9fd04-9643-41ad-ad76-0baf91e5439c.0e97a325-ccaf-4307-8b41-a7a8848814c8
/staticstorage/8165fe0/assets/videoOverlay_7299e00c2e43a32cf9fa.png
https://store-images.s-microsoft.com/image/apps.49037.f7a9895b-9af8-4039-8d13-856c1dbb13de.adf9fd04-9643-41ad-ad76-0baf91e5439c.0e97a325-ccaf-4307-8b41-a7a8848814c8