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Iacon UndergroundThis week on Stasis Pod: The recruits get a lesson in an important part of Earth culture: the smartphone! Can they show more discipline with the gadgets than your average human? (Of course not!) Then, Blades sends Whirl on a quest to help build her confidence! Join us for the Rescue Bots Academy episodes “Screen Time” and “Whirl’s Wise-Bot Quest”!<a href="https://retro.pizza/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a> <a href="https://retro.pizza/tags/podcast" class="mention hashtag" rel="nofollow noopener" target="_blank">#podcast</a> <a href="https://retro.pizza/tags/RescueBotsAcademy" class="mention hashtag" rel="nofollow noopener" target="_blank">#RescueBotsAcademy</a> <a href="https://www.iaconunderground.net/podcast/stasis-pod-episode-430-screen-time-whirls-wise-bot-quest/" rel="nofollow noopener" translate="no" target="_blank">https://www.iaconunderground.net/podcast/stasis-pod-episode-430-screen-time-whirls-wise-bot-quest/</a>

Toy Box ComixRandom Old Comic: Pleasures of the Flesh <a href="https://www.toyboxcomix.com/2019/01/11/pleasures-of-the-flesh/" rel="nofollow noopener" translate="no" target="_blank">https://www.toyboxcomix.com/2019/01/11/pleasures-of-the-flesh/</a> Pleasures of the Flesh <a href="https://retro.pizza/tags/Arcee" class="mention hashtag" rel="nofollow noopener" target="_blank">#Arcee</a> <a href="https://retro.pizza/tags/CobraCommander" class="mention hashtag" rel="nofollow noopener" target="_blank">#CobraCommander</a> <a href="https://retro.pizza/tags/DorothyZbornak" class="mention hashtag" rel="nofollow noopener" target="_blank">#DorothyZbornak</a> <a href="https://retro.pizza/tags/GIJoe" class="mention hashtag" rel="nofollow noopener" target="_blank">#GIJoe</a> <a href="https://retro.pizza/tags/IronMan" class="mention hashtag" rel="nofollow noopener" target="_blank">#IronMan</a> <a href="https://retro.pizza/tags/OldSnake" class="mention hashtag" rel="nofollow noopener" target="_blank">#OldSnake</a> <a href="https://retro.pizza/tags/Rodimus" class="mention hashtag" rel="nofollow noopener" target="_blank">#Rodimus</a> <a href="https://retro.pizza/tags/Transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#Transformers</a>

WheelTryingToGetJackedOkay, this is kinda neat.<a href="https://retro.pizza/tags/Transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#Transformers</a> <a href="https://retro.pizza/tags/ThirdParty" class="mention hashtag" rel="nofollow noopener" target="_blank">#ThirdParty</a>From: <a href="https://mastodon.social/@TFW2005" class="u-url mention" rel="nofollow noopener" target="_blank">@TFW2005</a> <a href="https://mastodon.social/@TFW2005/115056002752869780" rel="nofollow noopener" translate="no" target="_blank">https://mastodon.social/@TFW2005/115056002752869780</a>

TFW2005DNA Design DK-56A Legacy Animated Motormaster Powermaster (G1 Deco) Upgrade Kit <a href="https://news.tfw2005.com/2025/08/19/dna-design-dk-56a-legacy-animated-motormaster-powermaster-g1-deco-upgrade-kit-545350" rel="nofollow noopener" translate="no" target="_blank">https://news.tfw2005.com/2025/08/19/dna-design-dk-56a-legacy-animated-motormaster-powermaster-g1-deco-upgrade-kit-545350</a> <a href="https://mastodon.social/tags/tfw2005" class="mention hashtag" rel="nofollow noopener" target="_blank">#tfw2005</a> <a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

Toy Box ComixRandom Old Comic: Brain <a href="https://www.toyboxcomix.com/2017/05/21/brain/" rel="nofollow noopener" translate="no" target="_blank">https://www.toyboxcomix.com/2017/05/21/brain/</a> Brain <a href="https://retro.pizza/tags/SentinelPrime" class="mention hashtag" rel="nofollow noopener" target="_blank">#SentinelPrime</a> <a href="https://retro.pizza/tags/Transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#Transformers</a>

TFW2005The Chosen Prime Newsletter August 19, 2025 <a href="https://news.tfw2005.com/2025/08/19/the-chosen-prime-newsletter-august-19-2025-545316" rel="nofollow noopener" translate="no" target="_blank">https://news.tfw2005.com/2025/08/19/the-chosen-prime-newsletter-august-19-2025-545316</a> <a href="https://mastodon.social/tags/tfw2005" class="mention hashtag" rel="nofollow noopener" target="_blank">#tfw2005</a> <a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

Maik Civeira¡NUEVA ENTRADA! Porque nadie esperaba un análisis marxista de TRANSFORMERS 🤓<a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a> <a href="https://mastodon.social/tags/culturapop" class="mention hashtag" rel="nofollow noopener" target="_blank">#culturapop</a> <a href="https://mastodon.social/tags/peliculas" class="mention hashtag" rel="nofollow noopener" target="_blank">#peliculas</a> <a href="https://mastodon.social/tags/marx" class="mention hashtag" rel="nofollow noopener" target="_blank">#marx</a> <a href="https://mastodon.social/tags/animacion" class="mention hashtag" rel="nofollow noopener" target="_blank">#animacion</a> <a href="https://www.maikciveira.com/2025/08/esta-entrada-fue-publicada-con-una.html?m=1" rel="nofollow noopener" translate="no" target="_blank">https://www.maikciveira.com/2025/08/esta-entrada-fue-publicada-con-una.html?m=1</a>

TFW2005Age Of The Primes Voyager Flatline Behind The Scenes <a href="https://news.tfw2005.com/2025/08/18/age-of-the-primes-voyager-flatline-behind-the-scenes-545336" rel="nofollow noopener" translate="no" target="_blank">https://news.tfw2005.com/2025/08/18/age-of-the-primes-voyager-flatline-behind-the-scenes-545336</a> <a href="https://mastodon.social/tags/tfw2005" class="mention hashtag" rel="nofollow noopener" target="_blank">#tfw2005</a> <a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

Chaos DirectorOmega prime now stands vigilant...sword might hit the ceiling... <a href="https://mastodon.online/tags/omegaprime" class="mention hashtag" rel="nofollow noopener" target="_blank">#omegaprime</a> <a href="https://mastodon.online/tags/Haslab" class="mention hashtag" rel="nofollow noopener" target="_blank">#Haslab</a> <a href="https://mastodon.online/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a> <a href="https://mastodon.online/tags/toycollection" class="mention hashtag" rel="nofollow noopener" target="_blank">#toycollection</a> <a href="https://mastodon.online/tags/shelfdisplay" class="mention hashtag" rel="nofollow noopener" target="_blank">#shelfdisplay</a>

Graphic PolicyTransformers #23 got us pumped and is full of "hell yeah" moments that evoke Transformers: The Movie <a href="https://sfba.social/tags/comics" class="mention hashtag" rel="nofollow noopener" target="_blank">#comics</a> <a href="https://sfba.social/tags/comicbooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#comicbooks</a> <a href="https://sfba.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a> <a href="https://sfba.social/tags/energonuniverse" class="mention hashtag" rel="nofollow noopener" target="_blank">#energonuniverse</a><a href="https://graphicpolicy.com/2025/08/18/transformers-23-got-us-pumped-and-is-full-of-hell-yeah-moments-that-evoke-transformers-the-movie/?utm_source=mastodon&utm_medium=jetpack_social" rel="nofollow noopener" translate="no" target="_blank">https://graphicpolicy.com/2025/08/18/transformers-23-got-us-pumped-and-is-full-of-hell-yeah-moments-that-evoke-transformers-the-movie/?utm_source=mastodon&utm_medium=jetpack_social</a>

HabrSemantic Retrieval-Augmented Contrastive Learning (SRA-CL) для последовательных рекомендательных систем: обзор👋 Привет, Хабр! Меня зовут Никита Горячев, я Research Engineer в WB , последние несколько лет работаю на стыке RecSys, LLM и мультимодальных моделей . Каждый день мы обрабатываем миллиарды событий, а модели, которые мы внедряем, напрямую влияют на CTR, удержание и конверсию, принося немало дополнительной выручки. До этого я успел поработать в AI-стартапе в Palo Alto , где занимался голосовыми агентами (ASR/TTS), и в МТС , где мы строили AI-экосистему. Ранее в Сбере я занимался созданием единого RecSys SDK для всей экосистемы (от SberMegaMarket до Okko и Zvuk), а ещё раньше — развивал персонализацию и ML в ритейле и нейротехе. Сегодня я хотел бы поговорить о том, как большие языковые модели могут починить контрастивное обучение в рекомендательных системах. Контрастивные методы давно стали стандартом в NLP и CV, но в последовательных рекомендациях они работают далеко не идеально: данные разрежены, а аугментации часто искажают смысл вместо того, чтобы его сохранять. Авторы свежей статьи с arXiv — “Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation (SRA-CL)” — предлагают элегантное решение: использовать LLM для генерации семантически осмысленных позитивных пар . Звучит просто, но даёт заметный прирост качества — давайте разберёмся, как именно это работает.<a href="https://habr.com/ru/articles/938350/" rel="nofollow noopener" translate="no" target="_blank">https://habr.com/ru/articles/938350/</a><a href="https://zhub.link/tags/recsys" class="mention hashtag" rel="nofollow noopener" target="_blank">#recsys</a> <a href="https://zhub.link/tags/data_science" class="mention hashtag" rel="nofollow noopener" target="_blank">#data_science</a> <a href="https://zhub.link/tags/machine_learning" class="mention hashtag" rel="nofollow noopener" target="_blank">#machine_learning</a> <a href="https://zhub.link/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

TFW2005TFSource News! Hot Off The Truck – Robosen G1 Bumblebee and Age of the Primes! <a href="https://news.tfw2005.com/2025/08/18/tfsource-news-hot-off-the-truck-robosen-g1-bumblebee-and-age-of-the-primes-545332" rel="nofollow noopener" translate="no" target="_blank">https://news.tfw2005.com/2025/08/18/tfsource-news-hot-off-the-truck-robosen-g1-bumblebee-and-age-of-the-primes-545332</a> <a href="https://mastodon.social/tags/tfw2005" class="mention hashtag" rel="nofollow noopener" target="_blank">#tfw2005</a> <a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

Doubledealer_93Hearts of steel! Please sir, may i have some more??? . . . . <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23transformersheartsofsteel" target="_blank">#transformersheartsofsteel</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23decepticons" target="_blank">#decepticons</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23megatron" target="_blank">#megatron</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23starscream" target="_blank">#starscream</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23toyphotography" target="_blank">#toyphotography</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23photography" target="_blank">#photography</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23heartsofsteel" target="_blank">#heartsofsteel</a> <a class="hashtag" rel="nofollow noopener" href="https://bsky.app/search?q=%23transformers" target="_blank">#transformers</a>

Simon BMiner Megatron - Transformers Legacy Evolution (Voyager class, 2023)Aka Mining Unit D-16. <a href="https://mastodonapp.uk/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a> <a href="https://mastodonapp.uk/tags/transformerslegacy" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformerslegacy</a>

TFW2005Transformers “Activate Your Alt Mode” Fan Vote, Round 4: Vote For The Alt Mode Direction <a href="https://news.tfw2005.com/2025/08/18/transformers-activate-your-alt-mode-fan-vote-round-4-vote-for-the-alt-mode-direction-545310" rel="nofollow noopener" translate="no" target="_blank">https://news.tfw2005.com/2025/08/18/transformers-activate-your-alt-mode-fan-vote-round-4-vote-for-the-alt-mode-direction-545310</a> <a href="https://mastodon.social/tags/tfw2005" class="mention hashtag" rel="nofollow noopener" target="_blank">#tfw2005</a> <a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

Toy Box ComixRandom Old Comic: I Get So Tired Of These Things <a href="https://www.toyboxcomix.com/2023/12/21/i-get-so-tired-of-these-things/" rel="nofollow noopener" translate="no" target="_blank">https://www.toyboxcomix.com/2023/12/21/i-get-so-tired-of-these-things/</a> I Get So Tired Of These Things <a href="https://retro.pizza/tags/Armorhide" class="mention hashtag" rel="nofollow noopener" target="_blank">#Armorhide</a> <a href="https://retro.pizza/tags/Cheetor" class="mention hashtag" rel="nofollow noopener" target="_blank">#Cheetor</a> <a href="https://retro.pizza/tags/OptimusPrimal" class="mention hashtag" rel="nofollow noopener" target="_blank">#OptimusPrimal</a> <a href="https://retro.pizza/tags/Transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#Transformers</a> <a href="https://retro.pizza/tags/Whirl" class="mention hashtag" rel="nofollow noopener" target="_blank">#Whirl</a> <a href="https://retro.pizza/tags/Zaur" class="mention hashtag" rel="nofollow noopener" target="_blank">#Zaur</a>

TFW2005Blokees Mokoo Mega Optimus Prime × Brown <a href="https://news.tfw2005.com/2025/08/18/blokees-mokoo-mega-optimus-prime-x-brown-545319" rel="nofollow noopener" translate="no" target="_blank">https://news.tfw2005.com/2025/08/18/blokees-mokoo-mega-optimus-prime-x-brown-545319</a> <a href="https://mastodon.social/tags/tfw2005" class="mention hashtag" rel="nofollow noopener" target="_blank">#tfw2005</a> <a href="https://mastodon.social/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a>

RicardusThe manufacturer I met online is winding me my KM84 mic output transformer tomorrow.<a href="https://mastodon.sdf.org/tags/Electronics" class="mention hashtag" rel="nofollow noopener" target="_blank">#Electronics</a> <a href="https://mastodon.sdf.org/tags/Transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#Transformers</a> <a href="https://mastodon.sdf.org/tags/Neumann" class="mention hashtag" rel="nofollow noopener" target="_blank">#Neumann</a> <a href="https://mastodon.sdf.org/tags/Recording" class="mention hashtag" rel="nofollow noopener" target="_blank">#Recording</a> <a href="https://mastodon.sdf.org/tags/Microphones" class="mention hashtag" rel="nofollow noopener" target="_blank">#Microphones</a>

VIDEOK7 VideoKassetteCalling all nerds! 🤓🔥 Gear up with epic Optimus Prime tees & merch— 15% OFF when you grab 5+! 🚀 Perfect for gamers, collectors & Transformers fans. ⚡ Don’t wait—shop now: <a href="https://www.teepublic.com/t-shirt/78303724-optimus-prime-convoy-commander-g1-transformers-toy?store_id=28648" rel="nofollow noopener" translate="no" target="_blank">https://www.teepublic.com/t-shirt/78303724-optimus-prime-convoy-commander-g1-transformers-toy?store_id=28648</a> <a href="https://mastodon.social/tags/Transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#Transformers</a> <a href="https://mastodon.social/tags/GamerStyle" class="mention hashtag" rel="nofollow noopener" target="_blank">#GamerStyle</a> <a href="https://mastodon.social/tags/NerdLife" class="mention hashtag" rel="nofollow noopener" target="_blank">#NerdLife</a> <a href="https://mastodon.social/tags/GeekFashion" class="mention hashtag" rel="nofollow noopener" target="_blank">#GeekFashion</a>

z3r0¿Verdad que esto debería ir pegadísimo en el centro de la tapa de mi portátil?<a href="https://gts.maverick-hq.org/tags/adhesivos" class="mention hashtag" rel="nofollow noopener" target="_blank">#adhesivos</a> <a href="https://gts.maverick-hq.org/tags/decepticons" class="mention hashtag" rel="nofollow noopener" target="_blank">#decepticons</a> <a href="https://gts.maverick-hq.org/tags/transformers" class="mention hashtag" rel="nofollow noopener" target="_blank">#transformers</a> <a href="https://gts.maverick-hq.org/tags/geekculture" class="mention hashtag" rel="nofollow noopener" target="_blank">#geekculture</a>

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