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Mirendil Signs $100 Million Google Cloud Deal To Advance Self-Improving AI

AI startup Mirendil has signed a multi-year agreement worth more than $100 million with Google Cloud to secure computing infrastructure for its self-improving AI research.

The partnership reflects growing competition among AI companies to lock in access to high-performance computing, while cloud providers race to attract promising startups developing next-generation AI models.

Backing The Next Stage Of AI Research

Mirendil plans to use Google’s Tensor Processing Units (TPUs), Nvidia GPUs and managed training infrastructure to develop AI systems capable of improving their own performance over time.

Known as recursive self-improvement, the concept focuses on building AI that can refine its knowledge and capabilities with minimal human intervention. The technology is attracting growing interest across the industry, with several startups and leading AI labs exploring similar approaches.

According to co-founder and Chief Executive Behnam Neyshabur, the long-term goal is to develop AI that can automate scientific research and accelerate discoveries in fields such as medicine, biology and materials science.

Compute Capacity Becomes A Strategic Asset

Training increasingly advanced AI models requires enormous computing resources, making long-term infrastructure agreements a critical competitive advantage.

Mirendil said Google’s combination of TPUs and GPUs allows workloads to be matched with the most suitable hardware, improving efficiency while reducing costs for customers.

For Google Cloud, the agreement strengthens its position in the race to provide infrastructure for frontier AI developers, while giving the company exposure to one of the industry’s emerging approaches to next-generation artificial intelligence.

Ring Makes New Encryption Standard Default For Cloud-Based Features

Amazon’s smart home division Ring is introducing a new encryption standard that will become the default for video protection and user controls, while allowing the company to offer more cloud-based features.

The standard, called TAKE, or “Throw Away the Key Encryption,” is designed to balance privacy with features that can be limited by end-to-end encryption, including video search, descriptions and access for trusted users.

Temporary Keys Support Cloud Features

Under TAKE, Ring uses rotating encryption keys that are temporarily stored in the cloud and accessible only when needed to provide features activated by users. Once a request is completed, the company says the relevant keys will be deleted within 24 hours.

The system allows Ring to temporarily decrypt and process videos for cloud services such as Smart Alerts, which can notify users when people, vehicles or packages appear in a camera’s view. The company said in a blog post that the encryption key is deleted after the feature has been used.

Amazon’s technical white paper says TAKE was developed using Messaging Layer Security, an open messaging standard created by the Internet Engineering Task Force.

Users Can Still Choose End-To-End Encryption

TAKE will begin rolling out to customers in September and will become the default worldwide. Ring users will still be able to manually select end-to-end encryption instead.

The new system also includes several options for recovering encryption keys. Users who lose access to their device can authenticate by standing near their Ring cameras, while passphrases, cloud backups, another approved device or passkeys can provide alternative recovery methods.

Ring said the approach is intended to preserve access to cloud features without requiring users to give up control of their video encryption keys.

Privacy Concerns Remain

The announcement comes after months of scrutiny over Ring’s use of facial recognition. Its Familiar Faces feature can identify people appearing in camera footage.

In June, a class-action lawsuit accused Amazon of storing images of people passing by Ring cameras without their consent. The introduction of TAKE therefore comes as Ring faces continued questions over how its cameras process and protect personal data.

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