Physical vs. Cloud Servers for Building an Intelligent Home AI

https://hackernoon.imgix.net/images/CmMFflnGv3RIrJY7qc4GQFBQtxW2-tn83fpq.jpeg

The server question nobody asks out loud

When Apple shipped Siri in 2011, the virtual assistant stopped being science fiction. Amazon followed in 2014 with Alexa and the Echo, and it still leads the category. Depending on whose survey you read, somewhere between 60% and 70% of US smart speaker owners have an Echo (Statista survey via Digital Information World, Axis Intelligence).

Most people who own one never think about where the "intelligence" actually runs. I do, because I build AI systems for a living, and the first architectural decision in any of them is the same: where does the compute live?

In March 2025 that question stopped being abstract. Amazon told Echo owners that the "Do Not Send Voice Recordings" setting would stop working on March 28, because the generative features in Alexa+ depend on its cloud (TechCrunch). The setting only covered a few...

Copyright of this story solely belongs to hackernoon.com. To see the full text click HERE

Read more

https://cdn.mos.cms.futurecdn.net/kCbP2VkzMgQpYqJDgMQ8UZ-2560-80.jpg

Microsoft and others scramble to patch 'HTTP2Shell' flaw which could be the next PHP-level issue — Node.js problem may also affect millions of sites

* A critical Brotli compression flaw, dubbed HTTP2Shell, could enable memory corruption and remote code execution * The vulnerability affects widely used software including Node.js, Python packages, and .NET applications * Vendors released patches, and administrators are urged to update immediately despite no confirmed in-the-wild exploitation Multiple tech companies and projects have