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See how AWS engineers used random math to create a faster cloud

Plus, how Amazon is using bullet trains to deliver in Japan.


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Plus, how Amazon is using bullet trains to deliver in Japan.
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News, facts, original stories, and more from the source.
  May 30, 2026
 
Inside this edition:
  • Visual story: How AWS used a dusted-off theory to move data faster and cut energy use 
  • Amazon now delivers packages on 200 mph bullet trains in Japan 
  • AWS launches an AI tool for retailers that could change how you shop online, and more
Random graph theory illustration.
AWS has become the first company to implement an obscure branch of mathematics in its data centers, a breakthrough that means faster, more reliable cloud services for customers. By connecting routers using random graph theory instead of traditional tree-like hierarchies, AWS can now move data up to a third faster while reducing potential points of failure. The new design also cuts electricity consumption for network equipment by 40%, lowering CO2 emissions.

What started as a casual Slack message between researchers evolved into a years-long quest involving custom hardware and a new routing protocol, proving that decades-old academic theory could solve real-world challenges and deliver better performance for everyone who depends on the cloud.
 
 

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Japanese bullet train used in Amazon deliveries.

Did you know?

 
Amazon has launched package delivery using Japan's Shinkansen bullet trains, cutting both delivery times and CO₂ emissions. Traveling at speeds of up to 200mph, the trains enable faster and more secure deliveries. Amazon is using non-passenger space to achieve more efficient transportation with existing infrastructure—the latest example of Amazon's creative delivery methods around the world.
 
 
The Agentic Shopping Assistant on a retailer's website.
Shopping online is about to get easier thanks to a new AWS solution that helps retailers create AI-powered shopping assistants similar to Amazon's Alexa for Shopping. Retailers can now deploy these assistants in about 60 days, meaning customers will soon have smarter, faster, and more personalized shopping help across their favorite stores, like Kate Spade's AI Gift Concierge that takes the stress out of gift buying.
 

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