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Almost 75,000 farmed salmon in Scotland escaped into the wild after Storm Amy. Why this may cause lasting damage
When Storm Amy battered the Scottish Highlands in early October, it tore through a salmon farm’s sea pens, releasing around 75,000 fish into open water in Loch Linnhe. The scale of the escape is alarming. It comes at a time when wild Atlantic salmon—already classified as “endangered” in Great Britain—are in decline. ⌘ Read more

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Mysterious signs on Teotihuacan murals may reveal an early form of Uto-Aztecan language
More than two millennia ago, Teotihuacan was a thriving metropolis in central Mexico with up to 125,000 inhabitants. The city had gigantic pyramids and was a cultural center in Mesoamerica at the time. ⌘ Read more

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wafer.space Launches GF180MCU Run 1 for Custom Silicon Fabrication
wafer.space has launched its first pooled silicon fabrication run on Crowd Supply, known as GF180MCU Run 1. The campaign offers designers the opportunity to fabricate 1,000 chips of their own design using GlobalFoundries’ 180 nm mixed-signal process. The initiative is aimed at providing accessible, structured access to custom silicon, with dies expected to ship in […] ⌘ Read more

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上下文取消鏈:摧毀我們支付系統的 bug
一個看似無害的 Go 語言特性如何引發級聯故障,導致了 110,000 美元的交易損失。警報響起時,我們的支付處理系統已經癱瘓。信用卡交易失敗、訂閱無法續訂、客服聊天窗口被憤怒的消息淹沒。一次常規部署演變成了我們兩年內最嚴重的生產事故。罪魁禍首?對 Go 語言上下文取消的細微誤解,它引發了一連串我從未預料到的反應。背景:一次 “簡單” 的優化三週前,我接到了優化支付處理流程的任務。系統每分鐘處理數 ⌘ Read more

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上下文取消鏈:摧毀我們支付系統的 bug
一個看似無害的 Go 語言特性如何引發級聯故障,導致了 110,000 美元的交易損失。警報響起時,我們的支付處理系統已經癱瘓。信用卡交易失敗、訂閱無法續訂、客服聊天窗口被憤怒的消息淹沒。一次常規部署演變成了我們兩年內最嚴重的生產事故。罪魁禍首?對 Go 語言上下文取消的細微誤解,它引發了一連串我從未預料到的反應。背景:一次 “簡單” 的優化三週前,我接到了優化支付處理流程的任務。系統每分鐘處理數 ⌘ Read more

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Sony’s NEWS UNIX workstations
The first prototype was ready in just six months. By October 1986, the project was announced, and in January 1987, the first NEWS workstation, the NWS 800 series, officially launched. It ran 4.2BSD UNIX and featured a Motorola 68020 CPU. Its performance rivaled that of traditional super minicomputers, but with a dramatically lower price point ranging from ¥950,000 to ¥2.75 million (approximately $6,555 to $18,975 USD in 1987). Competing UNIX workstations typically cost clo … ⌘ Read more

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Harpoom: of course the Apple Network Server can be hacked into running Doom
Of course you can run Doom on a $10,000+ Apple server running IBM AIX. Of course you can. Well, you can now. Now, let’s go ahead and get the grumbling out of the way. No, the ANS is not running Linux or NetBSD. No, this is not a backport of NCommander’s AIX Doom, because that runs on AIX 4.3. The Apple Network Server could run no version of AIX later than 4.1.5 and there are substan … ⌘ Read more

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↳ In-reply-to » Over the past few weeks I've been experimenting with and doing some deep learning and researching into neutral networks and evolutionary adaptation of them. The thing is I haven't gotten very far. I've been able to build two different approaches so far with limited results. The frustrating part is that these things are so "random" it isn't even funny. Like I can't even get a basic ANN + GA to evolve a network that solves the XOR pattern every time with high levels of accuracy. 😞

This is one of my attempts:

$ go build ./cmd/xor/... && ./xor
Generation  95 | Fitness: 0.999964 | Nodes: 9   | Conns: 19
Target reached!

Best network performance:
  [0 0] → got=0 exp=0 (raw=0.000) ✅
  [0 1] → got=1 exp=1 (raw=0.990) ✅
  [1 0] → got=1 exp=1 (raw=0.716) ✅
  [1 1] → got=0 exp=0 (raw=0.045) ✅
Overall accuracy: 100.0%
Wrote best.dot – render with `dot -Tpng best.dot -o best.png`

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Introducing Mac Themes Garden
I’ve “launched” the Mac Themes Garden! It is a website showcasing more than 3,000 (and counting) Kaleidoscope from the Classic Mac era, ready to be seen, downloaded and explored! Check it out! Oh, and there also is an RSS feed you can subscribe to see themes as they are added/updated! ↫ Damien Erambert If you’ve spent any time on retrocomputing-related social media channels, you’ve definitely seen the old classic Mac OS themes in your timeline. They are exquisitely beauti … ⌘ Read more

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