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Huge Parts of the North Sea Seabed Are Upside Down, New Study Reveals

In the world of stratigraphy, or rock layers, superficial sediments are usually younger than the deeper ones they settle upon. The North Sea, however, has revealed giant mounds of sand that defy this geological principle on a scale scientists have never seen before. Researchers from Norway and the UK have identified hundreds of sand bodies under the North Sea that seem to have sunk deeper into the ocean’s crust, swapping places with older layers, which floated to the top of the sand structures.

How attention sinks keep language models stable

We discovered why language models catastrophically fail on long conversations: when old tokens are removed to save memory, models produce complete gibberish. We found models dump massive attention onto the first few tokens as "attention sinks"—places to park unused attention since softmax requires weights to sum to 1. Our solution, StreamingLLM, simply keeps these first 4 tokens permanently while sliding the window for everything else, enabling stable processing of 4 million+ tokens instead of j

How Attention Sinks Keep Language Models Stable

We discovered why language models catastrophically fail on long conversations: when old tokens are removed to save memory, models produce complete gibberish. We found models dump massive attention onto the first few tokens as "attention sinks"—places to park unused attention since softmax requires weights to sum to 1. Our solution, StreamingLLM, simply keeps these first 4 tokens permanently while sliding the window for everything else, enabling stable processing of 4 million+ tokens instead of j

Show HN: Sinkzone DNS – Forwarder that blocks everything except your allowlist

What is Sinkzone? Sinkzone is a local DNS resolver that helps you eliminate distractions and get deep work done. It blocks all domains by default — only the ones you explicitly allow can get through. This means notifications, social media, news, and other time-sinks are unreachable at the network level — not just in your browser. It features a modern HTTP API, wildcard pattern support, and a beautiful terminal UI for real-time monitoring and control. It's lightweight, cross-platform, and buil

Show HN: Sinkzone DNS forwarder that blocks everything except your allowlist

What is Sinkzone? Sinkzone is a local DNS resolver that helps you eliminate distractions and get deep work done. It blocks all domains by default — only the ones you explicitly allow can get through. This means notifications, social media, news, and other time-sinks are unreachable at the network level — not just in your browser. It features a modern HTTP API, wildcard pattern support, and a beautiful terminal UI for real-time monitoring and control. It's lightweight, cross-platform, and buil

Helsinki records zero traffic deaths for full year

“A lot of factors contributed to this, but speed limits are one of the most important,” said Roni Utriainen , traffic engineer with the city’s Urban Environment Division. Authorities described the milestone as exceptional and credited long-term planning, targeted infrastructure changes, and lower speed limits. Helsinki has completed an entire year without a single traffic-related fatality, according to city and police officials. The last recorded death occurred in early July 2024 in the Kontul

This thumb-sized accessory gave my old PC an instant speed boost (and double the storage)

ZDNET's key takeaways PNY 1TB CS3150 M.2 storage drive, available for around $170. Overall, it's a fast M.2 drive with active cooling to keep running temperatures below the maximum rated temperature. The heatsink makes the drive rather bulky, and you will need a 4-pin fan header on the motherboard to power the fans. $169.99 at B&H Photo-Video In the not-so-distant past, the solution for speed-boosting an aging and sluggish PC was to add more RAM or upgrade the processor. Now, the way to sail

If You Have PS5, Crucial T500 Gaming SSD Drops Nearly 50% for Early Prime Day, Limited Stock Available

If you want to keep up with all the big game releases of the year, you’re not going to be able to do that without either immediately deleting them after playing or by expanding your storage capacity. When new titles clock in at over 100GB, you need to make some tough choices in terms of what gets to stay around. The easy solution it to just get yourself a much bigger solid state drive. See at Amazon The Crucial T500 SSD heavily discounted at the moment over at Amazon: The savings range from $3

I doubled my PC's storage with this thumb-sized accessory. Here's how it works

ZDNET's key takeaways PNY 1TB CS3150 M.2 storage drive, available for around $115. Overall, it's a fast M.2 drive with active cooling to keep running temperatures below the maximum rated temperature. The heatsink makes the drive rather bulky, and you will need a 4-pin fan header on the motherboard to power the fans. $169.99 at B&H Photo-Video In the not-so-distant past, the solution for speed-boosting an aging and sluggish PC was to add more RAM or upgrade the processor. Now, the way to sail