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Analog optical computer for AI inference and combinatorial optimization

Experimental set-up The key components of our experimental set-up are shown in Fig. 1a and Extended Data Fig. 1. Optical subsystem The optical subsystem performs matrix–vector multiplication. The basic components are the optical sources (input vector), a system of fan-out optics to project the light onto the modulator matrix and a system of fan-in optics to project the light onto a photodetector array (output vector). The corresponding schematic is shown in Extended Data Fig. 2. The incohere

AWS in 2025: Stuff you think you know that's now wrong

One of the neat things about AWS is that it’s almost twenty years old. One of the unfortunate things about AWS is… that it’s almost twenty years old. If you’ve been using the platform for a while, it can be hard to notice the pace of change in the underlying “foundational” services. More worryingly, even if you’re not an old saw at AWS scrying, it’s still easy to stumble upon outdated blog posts that speak to the way things used to be, rather than the way they are now. I’ve gathered some of thes

AWS in 2025: The Stuff You Think You Know That's Now Wrong

One of the neat things about AWS is that it’s almost twenty years old. One of the unfortunate things about AWS is… that it’s almost twenty years old. If you’ve been using the platform for a while, it can be hard to notice the pace of change in the underlying “foundational” services. More worryingly, even if you’re not an old saw at AWS scrying, it’s still easy to stumble upon outdated blog posts that speak to the way things used to be, rather than the way they are now. I’ve gathered some of thes

MKBHD reviews CarPlay Ultra

Tech’s favorite YouTuber MKBHD has reviewed CarPlay Ultra for the first time. We’ve seen a few CarPlay Ultra walkthroughs since Aston Martin shipped the first instance of next-gen CarPlay earlier this year. MKBHD always has an approachable and understandable take on tech, of course. His latest video on his cleverly named Auto Focus channel is no exception. CarPlay Ultra in the wild is incredibly rare as it’s only supported in select Aston Martin vehicles for now. There are currently no EVs wi

ECScape: Understanding IAM Privilege Boundaries in Amazon ECS

This post is Part 2 of our educational series on Amazon ECS security. In Part 1 – Under the Hood of Amazon ECS on EC2, we explored how the ECS agent, IAM roles and the ECS control plane provide credentials to tasks. Here we’ll demonstrate how those mechanisms can lead to a known risk when tasks with different privilege levels share the same EC2 host. This cross-task credential exposure highlights the inherent risks of relying on per-task IAM scoping and task execution boundaries when workloads s