EVSHIFT<p><a href="https://www.evshift.com/330898/aventon-aventure-m-vs-our-benchmark-hill-test/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">evshift.com/330898/aventon-ave</span><span class="invisible">nture-m-vs-our-benchmark-hill-test/</span></a> Aventon Aventure M vs. Our Benchmark Hill Test <a href="https://channels.im/tags/A100Motor" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>A100Motor</span></a> <a href="https://channels.im/tags/AllTerrainEbike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AllTerrainEbike</span></a> <a href="https://channels.im/tags/Aventon" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Aventon</span></a> <a href="https://channels.im/tags/AventonAventureM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AventonAventureM</span></a> <a href="https://channels.im/tags/Aventure" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Aventure</span></a> <a href="https://channels.im/tags/AventureM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AventureM</span></a> <a href="https://channels.im/tags/Benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benchmark</span></a> <a href="https://channels.im/tags/Cycling" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Cycling</span></a> <a href="https://channels.im/tags/ebike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ebike</span></a> <a href="https://channels.im/tags/EbikeEscape" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EbikeEscape</span></a> <a href="https://channels.im/tags/EbikeForHills" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EbikeForHills</span></a> <a href="https://channels.im/tags/EbikeReview" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EbikeReview</span></a> <a href="https://channels.im/tags/EbikeTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EbikeTech</span></a> <a href="https://channels.im/tags/EbikeTest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EbikeTest</span></a> <a href="https://channels.im/tags/ElectricBike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ElectricBike</span></a> <a href="https://channels.im/tags/ElectricBikeReview" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ElectricBikeReview</span></a> <a href="https://channels.im/tags/ElectricBikes" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ElectricBikes</span></a> <a href="https://channels.im/tags/ElectricMotorcycles" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ElectricMotorcycles</span></a> <a href="https://channels.im/tags/ElectricVehicles" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ElectricVehicles</span></a> <a href="https://channels.im/tags/EV" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EV</span></a> <a href="https://channels.im/tags/FatBike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FatBike</span></a> <a href="https://channels.im/tags/FatTireEbike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FatTireEbike</span></a> <a href="https://channels.im/tags/Hill" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Hill</span></a> <a href="https://channels.im/tags/HillClimbTest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HillClimbTest</span></a> <a href="https://channels.im/tags/MidDriveEbike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MidDriveEbike</span></a> <a href="https://channels.im/tags/MidDriveMotor" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MidDriveMotor</span></a> <a href="https://channels.im/tags/motorcycles" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>motorcycles</span></a> <a href="https://channels.im/tags/QuietEbike" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>QuietEbike</span></a> <a href="https://channels.im/tags/shorts" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>shorts</span></a> <a href="https://channels.im/tags/Test" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Test</span></a></p>
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Crypto News<p>CLARITY Act Could be a Game Changer for Institutional Adoption of Crypto: Benchmark - The long-anticipated CLARITY Act may prove to be a game changer for digital asset markets... - <a href="https://www.coindesk.com/markets/2025/07/14/clarity-act-could-be-a-game-changer-for-institutional-adoption-of-crypto-benchmark" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">coindesk.com/markets/2025/07/1</span><span class="invisible">4/clarity-act-could-be-a-game-changer-for-institutional-adoption-of-crypto-benchmark</span></a> <a href="https://schleuss.online/tags/cryptocurrencyregulations" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cryptocurrencyregulations</span></a> <a href="https://schleuss.online/tags/galaxydigital" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>galaxydigital</span></a> <a href="https://schleuss.online/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://schleuss.online/tags/coinbase" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>coinbase</span></a> <a href="https://schleuss.online/tags/analysts" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>analysts</span></a> <a href="https://schleuss.online/tags/markets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>markets</span></a> <a href="https://schleuss.online/tags/news" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>news</span></a></p>
Hacker News<p>DesignArena – crowdsourced benchmark for AI-generated UI/UX</p><p><a href="https://www.designarena.ai/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">designarena.ai/</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HackerNews</span></a> <a href="https://mastodon.social/tags/DesignArena" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DesignArena</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/UIUX" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UIUX</span></a> <a href="https://mastodon.social/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://mastodon.social/tags/crowdsourced" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>crowdsourced</span></a></p>
Knowledge Zone<p><a href="https://mstdn.social/tags/ITByte" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ITByte</span></a>: Humanity's Last Exam (HLE) is a <a href="https://mstdn.social/tags/Language" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Language</span></a> model <a href="https://mstdn.social/tags/Benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benchmark</span></a> consisting of 2,500 questions across a broad range of subjects. It was created jointly by the Center for AI Safety and Scale AI.</p><p>HLE is designed to be a difficult test that requires AI models to demonstrate not only memorization but also understanding, reasoning, and problem-solving skills. </p><p><a href="https://knowledgezone.co.in/posts/Humanitys-Last-Exam-6870ba72de87d4d01c233235" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">knowledgezone.co.in/posts/Huma</span><span class="invisible">nitys-Last-Exam-6870ba72de87d4d01c233235</span></a></p>
LLMsОт промтов к агентам: как мы дошли до трансформеров, что LLM умеют уже сейчас и что нас ждёт в 2027 году Привет! М...<br><br><a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/большие" target="_blank">#большие</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/языковые" target="_blank">#языковые</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/модели" target="_blank">#модели</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/llm" target="_blank">#llm</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/chatgpt" target="_blank">#chatgpt</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/qwen" target="_blank">#qwen</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/deepseek" target="_blank">#deepseek</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/reasoning" target="_blank">#reasoning</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/TAU" target="_blank">#TAU</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/benchmark" target="_blank">#benchmark</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/chatbot" target="_blank">#chatbot</a><br><br><a href="https://habr.com/ru/companies/netologyru/articles/926776/?utm_source=habrahabr&utm_medium=rss&utm_campaign=926776" rel="nofollow noopener" target="_blank">Origin</a> | <a href="https://awakari.com/sub-details.html?id=LLMs" rel="nofollow noopener" target="_blank">Interest</a> | <a href="https://awakari.com/pub-msg.html?id=FK4CGxkqokcAUx2Bfz7Klxmpads&interestId=LLMs" rel="nofollow noopener" target="_blank">Match</a>
Ronnie Rocha<p>I wanted to see how the current generation of LLMs handle real-world SwiftUI, so I benchmarked them against four app designs. The results from this first "iOS Arena" test are now live!</p><p>The key takeaway: different models excel at different tasks. Gemini nails visual replication, while Claude Sonnet impressively infers application logic.</p><p>My full analysis and all the generated code can be found here: <br><a href="https://ronnierocha.dev/blog/ios-llm-arena-a-head-to-head-benchmark-for-ai-generated-swiftui/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">ronnierocha.dev/blog/ios-llm-a</span><span class="invisible">rena-a-head-to-head-benchmark-for-ai-generated-swiftui/</span></a></p><p><a href="https://mastodon.social/tags/iOSDev" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>iOSDev</span></a> <a href="https://mastodon.social/tags/SwiftUI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SwiftUI</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/AppleDev" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AppleDev</span></a> <a href="https://mastodon.social/tags/Benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benchmark</span></a></p>
Multi Purr Puss :verified:<p>my <a href="https://layer8.space/tags/SSH" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SSH</span></a> throughput <a href="https://layer8.space/tags/performance" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>performance</span></a> <a href="https://layer8.space/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a></p><p>Setup:<br>👉 10gig Mellanox ConnectX-3 on both nodes<br>👉 one MCX311-XCAT via USB4/TB M.2 adaptor MacGyverism<br>👉 DAC cables<br>👉 Realtek switch with 2x SFP+ 10gig ports in between<br>👉 from <a href="https://layer8.space/tags/KDEneon" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KDEneon</span></a> to <a href="https://layer8.space/tags/Ubuntu" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Ubuntu</span></a> 24.04.2 <a href="https://layer8.space/tags/Linux" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Linux</span></a><br>👉 source: Ryzen 7 7840HS, Gen4 x4 NVMe<br>👉 sink: i5-7500, /dev/null</p><p>😏 of course i can't stat the destination - i just need a fast dump/sink</p><p>🤓 faster than 2.5 gig, but still kinda MEH 😐</p><p>🤔 What did i do wrong enough?<br>🤓 any better/faster ideas?</p>
LLMsHow AI Shopping Assistants Like ChatGPT Are Changing eCommerce Search Just a few years ago, the typical online shopping journey started with a Google search or a visit to Amazon. Today, that journe...<br><br><a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Announcements" target="_blank">#Announcements</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/AI" target="_blank">#AI</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/in" target="_blank">#in</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Retail" target="_blank">#Retail</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/AI" target="_blank">#AI</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Product" target="_blank">#Product</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Recommendations" target="_blank">#Recommendations</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/AI" target="_blank">#AI</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Shopping" target="_blank">#Shopping</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Assistants" target="_blank">#Assistants</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/Benchmark" target="_blank">#Benchmark</a><br><br><a href="https://blog.storeya.com/2025/07/how-ai-shopping-assistants-like-chatgpt-are-changing-ecommerce-search/" rel="nofollow noopener" target="_blank">Origin</a> | <a href="https://awakari.com/sub-details.html?id=LLMs" rel="nofollow noopener" target="_blank">Interest</a> | <a href="https://awakari.com/pub-msg.html?id=aFqMO5Qg4i3dh3pN5TviMBXZBFQ&interestId=LLMs" rel="nofollow noopener" target="_blank">Match</a>
CEOTECH.IT<p>Pixel 10 Pro Fold spunta su Geekbench con 16 GB di RAM<br><a href="https://mastodon.social/tags/Android16" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Android16</span></a> <a href="https://mastodon.social/tags/Benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benchmark</span></a> <a href="https://mastodon.social/tags/Foldable" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Foldable</span></a> <a href="https://mastodon.social/tags/Geekbench" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Geekbench</span></a> <a href="https://mastodon.social/tags/Leak" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Leak</span></a> <a href="https://mastodon.social/tags/Pixel10ProFold" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Pixel10ProFold</span></a> <a href="https://mastodon.social/tags/Prestazioni" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Prestazioni</span></a> <a href="https://mastodon.social/tags/SmartphonePieghevoli" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SmartphonePieghevoli</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/TensorG5" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TensorG5</span></a> </p><p><a href="https://www.ceotech.it/pixel-10-pro-fold-spunta-su-geekbench-con-16-gb-di-ram/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">ceotech.it/pixel-10-pro-fold-s</span><span class="invisible">punta-su-geekbench-con-16-gb-di-ram/</span></a></p>
CEOTECH.IT<p>A19 Pro supera M4? Dubbi sui benchmark di iPhone 17 Pro Max<br><a href="https://mastodon.social/tags/A19Pro" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>A19Pro</span></a> <a href="https://mastodon.social/tags/Benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benchmark</span></a> <a href="https://mastodon.social/tags/Fake" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Fake</span></a> <a href="https://mastodon.social/tags/Geekbench" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Geekbench</span></a> <a href="https://mastodon.social/tags/iPhone" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>iPhone</span></a> <a href="https://mastodon.social/tags/iPhone17ProMax" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>iPhone17ProMax</span></a> <a href="https://mastodon.social/tags/Prestazioni" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Prestazioni</span></a> <a href="https://mastodon.social/tags/Rumors" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Rumors</span></a> <a href="https://mastodon.social/tags/Smartphone" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Smartphone</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechNews</span></a> </p><p><a href="https://www.ceotech.it/a19-pro-supera-m4-dubbi-sui-benchmark-di-iphone-17-pro-max/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">ceotech.it/a19-pro-supera-m4-d</span><span class="invisible">ubbi-sui-benchmark-di-iphone-17-pro-max/</span></a></p>
Habr<p>Struct IEnumerator</p><p>Как-то было свободных полчаса перед встречей. Ни туда, ни сюда. Дай, думаю, сниму трейс с приложения. Вдруг что-то интересное найдётся. А в качестве бонуса: использование var может привести к багам? Узнаем в самом конце ;)</p><p><a href="https://habr.com/ru/companies/skbkontur/articles/917068/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">habr.com/ru/companies/skbkontu</span><span class="invisible">r/articles/917068/</span></a></p><p><a href="https://zhub.link/tags/c" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>c</span></a># <a href="https://zhub.link/tags/net" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>net</span></a> <a href="https://zhub.link/tags/optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>optimization</span></a> <a href="https://zhub.link/tags/enumerators" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>enumerators</span></a> <a href="https://zhub.link/tags/net_core" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>net_core</span></a> <a href="https://zhub.link/tags/c" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>c</span></a>#net <a href="https://zhub.link/tags/allocation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>allocation</span></a> <a href="https://zhub.link/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://zhub.link/tags/tracing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tracing</span></a> <a href="https://zhub.link/tags/trace" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>trace</span></a></p>
Crypto News<p>Semler Scientific Gets Buy Rating From Benchmark, $101 Price Target on Bitcoin Treasury Pivot - Benchmark's Mark Palmer initiated coverage of Semler Scientific (SMLR) with a buy rating ... - <a href="https://www.coindesk.com/markets/2025/07/08/semler-scientific-gets-buy-rating-from-benchmark-101-price-target-on-bitcoin-treasury-pivot" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">coindesk.com/markets/2025/07/0</span><span class="invisible">8/semler-scientific-gets-buy-rating-from-benchmark-101-price-target-on-bitcoin-treasury-pivot</span></a> <a href="https://schleuss.online/tags/bitcointreasuryreserveasset" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>bitcointreasuryreserveasset</span></a> <a href="https://schleuss.online/tags/semlerscientific" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>semlerscientific</span></a> <a href="https://schleuss.online/tags/analystratings" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>analystratings</span></a> <a href="https://schleuss.online/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://schleuss.online/tags/markets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>markets</span></a> <a href="https://schleuss.online/tags/news" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>news</span></a></p>
Jan :rust: :ferris:<p>uInit - Instructions on obtaining stable benchmarks results on modern Linux distro - by yugr:</p><p><a href="https://github.com/yugr/uInit" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/yugr/uInit</span><span class="invisible"></span></a></p><p><a href="https://floss.social/tags/Profiling" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Profiling</span></a> <a href="https://floss.social/tags/Benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benchmark</span></a> <a href="https://floss.social/tags/Linux" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Linux</span></a> <a href="https://floss.social/tags/Performance" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Performance</span></a></p>
Nicolas MOUART-DAVID<p>Errata: the NVIDIA RTX A2000 6GB can reach up to 200 to/s ! On an 1.5B model. Not bad, @ <70W for the GPU, and less than 140W total for the build (old deprecated HW), given that this kind of useless benchmark is promoted everywhere by 'pro"/-paid- tech enthusiasts.</p><p><a href="https://mastodon.social/tags/nvidia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>nvidia</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/GPU" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GPU</span></a> <a href="https://mastodon.social/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://mastodon.social/tags/LocalLLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LocalLLM</span></a></p>
Pyrzout :vm:<p>Microsoft dice que Windows 11 es 2 veces más rápido que Windows 10, excepto porque que usaron PCs antiguos <a href="https://blog.elhacker.net/2025/07/microsoft-dice-windows11-mas-rapido-windows10-falso-benchmark.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">blog.elhacker.net/2025/07/micr</span><span class="invisible">osoft-dice-windows11-mas-rapido-windows10-falso-benchmark.html</span></a> <a href="https://social.skynetcloud.site/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://social.skynetcloud.site/tags/microsoft" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>microsoft</span></a> <a href="https://social.skynetcloud.site/tags/windows10" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>windows10</span></a> <a href="https://social.skynetcloud.site/tags/windows11" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>windows11</span></a></p>
Crypto News<p>Japan’s Answer to Strategy: Metaplanet Initiated With Buy Rating at Benchmark - Benchmark analyst Mark Palmer initiated coverage of Metaplanet (3350.T) with a buy rating... - <a href="https://www.coindesk.com/markets/2025/06/30/japans-answer-to-strategy-metaplanet-initiated-with-buy-at-benchmark" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">coindesk.com/markets/2025/06/3</span><span class="invisible">0/japans-answer-to-strategy-metaplanet-initiated-with-buy-at-benchmark</span></a> <a href="https://schleuss.online/tags/bitcointreasuryreserveasset" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>bitcointreasuryreserveasset</span></a> <a href="https://schleuss.online/tags/analystratings" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>analystratings</span></a> <a href="https://schleuss.online/tags/metaplanet" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>metaplanet</span></a> <a href="https://schleuss.online/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://schleuss.online/tags/markets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>markets</span></a> <a href="https://schleuss.online/tags/news" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>news</span></a></p>
Habr<p>[Перевод] Анатомия неудачного микробенчмарка</p><p>В новом переводе от команды Spring АйО подробно разбираются концептуальные, методологические и технические ошибки, на которые легко наткнуться при попытке протестировать такие механизмы, как synchronized и ReentrantLock . Автор объясняет, почему микробенчмарки часто измеряют не то, что вы думаете, и почему для получения осмысленных результатов лучше использовать макротесты или полагаться на экспертов.</p><p><a href="https://habr.com/ru/companies/spring_aio/articles/922848/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">habr.com/ru/companies/spring_a</span><span class="invisible">io/articles/922848/</span></a></p><p><a href="https://zhub.link/tags/java" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>java</span></a> <a href="https://zhub.link/tags/kotlin" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>kotlin</span></a> <a href="https://zhub.link/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://zhub.link/tags/benchmarking" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmarking</span></a> <a href="https://zhub.link/tags/benchmarks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmarks</span></a> <a href="https://zhub.link/tags/performance" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>performance</span></a> <a href="https://zhub.link/tags/performance_optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>performance_optimization</span></a> <a href="https://zhub.link/tags/spring" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spring</span></a> <a href="https://zhub.link/tags/spring_boot" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spring_boot</span></a> <a href="https://zhub.link/tags/spring_framework" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spring_framework</span></a></p>
LLMsСуров закон, но он закон: как мы собрали RuTaR — датасет для оценки reasoning-систем в сфере налогового права Этот п...<br><br><a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/reasoning" target="_blank">#reasoning</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/benchmark" target="_blank">#benchmark</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/налоговое" target="_blank">#налоговое</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/право" target="_blank">#право</a><br><br><a href="https://habr.com/ru/articles/922422/?utm_source=habrahabr&utm_medium=rss&utm_campaign=922422" rel="nofollow noopener" target="_blank">Origin</a> | <a href="https://awakari.com/sub-details.html?id=LLMs" rel="nofollow noopener" target="_blank">Interest</a> | <a href="https://awakari.com/pub-msg.html?id=OP3sm1d8KKDICA5kQVYRzz7eg08&interestId=LLMs" rel="nofollow noopener" target="_blank">Match</a>
Habr<p>Суров закон, но он закон: как мы собрали RuTaR — датасет для оценки reasoning-систем в сфере налогового права</p><p>Этот пост для нашего тг-канала Pro AI написал мой коллега Александр Мигаль, специалист по компьютерной лингвистике и один из авторов RuTaR Все привыкли к тому, что ChatGPT, DeepSeek, Llama и другие коммерческие LLM способны быстро и умеренно качественно генерировать текст практически любого стиля и содержания. Однако, потенциал использования языковых моделей давно не ограничивается лишь пресловутым копирайтингом и написанием курсовых за одну ночь. Современные модели‑трансформеры всё чаще демонстрируют эмерджентные способности, выражающиеся в их способности к сложному пошаговому рассуждению. Само устройство этих «рассуждений» (англ. reasoning) забавно перекликается с гипотезой лингвистической относительности Сепира‑Уорфа. Её строгая версия предполагает, что человеческое мышление является формой «внутреннего монолога». Но если наш мозг оказался устроен несколько сложнее, чем думали Сепир и Уорф, то в случае с LLM всё буквально так — модель рассуждает, когда «говорит», т. е. генерирует текст. На текущий момент мы уперлись в потолок развития LLM привычным путём . Данные для их обучения кончились ещё год назад, а продолжать наращивать и без того огромные вычислительные мощности попросту нет смысла. Поэтому самым перспективным направлением разработок в области ИИ выступает развитие того самого reasoning — умения модели рассуждать. И хотя за последние полгода появилось множество систем, сделавших большой шаг в сторону продвинутого reasoning (например, DeepSeek R1, о1 от OpenAI), тестируются они всё так же — на математике, шахматных задачках и головоломках. А вот насколько хорошо они справляются с задачами в сфере права или, скажем, комплексного текстуального анализа никто не знает — в большинстве бенчмарков полностью игнорируется способность LLM рассуждать в плоскости гуманитарного знания.</p><p><a href="https://habr.com/ru/articles/922422/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">habr.com/ru/articles/922422/</span><span class="invisible"></span></a></p><p><a href="https://zhub.link/tags/reasoning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>reasoning</span></a> <a href="https://zhub.link/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://zhub.link/tags/%D0%BD%D0%B0%D0%BB%D0%BE%D0%B3%D0%BE%D0%B2%D0%BE%D0%B5_%D0%BF%D1%80%D0%B0%D0%B2%D0%BE" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>налоговое_право</span></a></p>
nickbearded<p><span class="h-card" translate="no"><a href="https://infosec.exchange/@tychotithonus" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>tychotithonus</span></a></span> No official publication yet, just internal tests, same hardware, CPU only (OpenCL via POCL). But feel free to try it yourself, that’s the beauty of BashCore: transparent, reproducible and lean by design 🤗</p><p>We welcome independent benchmarks 🔥</p><p><a href="https://mastodon.social/tags/bashcore" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>bashcore</span></a> <a href="https://mastodon.social/tags/hashcat" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>hashcat</span></a> <a href="https://mastodon.social/tags/benchmark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>benchmark</span></a> <a href="https://mastodon.social/tags/cpucracking" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cpucracking</span></a></p>
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