[{"channel_id":1131189982,"post_id":3806,"date":1793126476000,"forwards":"34","views":"1.1K","text":"<b>&quot;Large Flow Language Models&quot;<br><\/b><br>What if we could turn existing LLMs into diffusionLMs that generate multiple tokens in parallel without losing accuracy?<br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"http:\/\/alphaxiv.org\/abs\/2610.28559\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":176,"media":{"root":"\/001\/3g4AAN6WbEMAAAAAiDalmCGnFvQ","photo":{"thumbs":{"m":{"w":251,"h":320,"hash":"lxELKt3Bgc6_hbYzgbHPog&ts=1793275429"},"x":{"w":628,"h":800,"hash":"i0xsdV3cp5pt1K9nciiPJA&ts=1793275429"},"y":{"w":1005,"h":1280,"hash":"OdTVr4_vKKlrtF7yCHahJA&ts=1793275429"},"i":{"bytes":"AoACA|DYJxTGcg9B+dEhOB169qjJPvTAkEhJ5AH408HNQZPqakiJ5zmgBWAI5I696bsT1FK\/BFMzSAk8tfQU5VC9KQY2jNKMUABXPrTfLHqaKKAF2D3\/ADpQoHSiigD\/2Q=="}}}}},{"channel_id":1131189982,"post_id":3805,"date":1793013374000,"forwards":"106","views":"1.5K","text":"<b>\u0411\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0430\u044f \u043a\u043d\u0438\u0433\u0430 \u043e \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u2013 315 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u043e\u0442 \u043f\u0440\u0435\u0434\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043e \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0439.<\/b><br><br><b>Foundations of Large Language Models<\/b> \u0422\u0443\u043d \u0421\u044f\u043e \u0438 \u0426\u0437\u0438\u043d\u0431\u043e \u0427\u0436\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442, \u043a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u044b LLM, \u043a\u0430\u043a \u0438\u0445 \u043e\u0431\u0443\u0447\u0430\u044e\u0442 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442.<br><br>\u0412\u043d\u0443\u0442\u0440\u0438 \u0448\u0435\u0441\u0442\u044c \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0442\u0435\u043c:<br><br>- <b>\u041f\u0440\u0435\u0434\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435:<\/b> \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439.<br>- <b>\u0413\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438:<\/b> Transformer, \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0434\u043b\u0438\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.<br>- <b>\u041f\u0440\u043e\u043c\u043f\u0442\u0438\u043d\u0433:<\/b> \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435, \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0447, RAG \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b.<br>- <b>\u0412\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435:<\/b> \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0439 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438.<br>- <b>\u0418\u043d\u0444\u0435\u0440\u0435\u043d\u0441:<\/b> \u0434\u0435\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.<br>- <b>\u0420\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f:<\/b> \u043c\u0435\u0442\u043e\u0434\u044b \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0448\u0430\u0442\u044c \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438.<br><br>\u0410\u0432\u0442\u043e\u0440\u044b \u0434\u0435\u043b\u0430\u044e\u0442 \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 <b>\u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0430\u0445<\/b>. \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u043f\u043e\u0434\u043e\u0439\u0434\u0451\u0442 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0430\u043c, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c \u0438 ML-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0445\u043e\u0447\u0435\u0442\u0441\u044f \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u043d\u0438\u044f \u043e LLM \u0432 \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u0443\u044e \u043a\u0430\u0440\u0442\u0438\u043d\u0443.<br><br>\u041a\u043d\u0438\u0433\u0430 \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c. \u0411\u0430\u0437\u043e\u0432\u044b\u0435 \u0437\u043d\u0430\u043d\u0438\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0439 \u043f\u043e\u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u0438.<br><br><b>\u0421\u043a\u0430\u0447\u0430\u0442\u044c PDF \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e:<\/b><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/pdf\/2501.09223\">https:\/\/arxiv.org\/pdf\/2501.09223<\/a>","text_length":1044,"media":{"root":"\/00d\/3Q4AAN6WbEMAAAAAZSaOGr9Qd0g","photo":{"thumbs":{"m":{"w":289,"h":320,"hash":"OP6MViN8wqGcFJmgCslnow&ts=1793275429"},"x":{"w":722,"h":800,"hash":"vFxv1jPEBb6lYWkoLt5cJw&ts=1793275429"},"y":{"w":1107,"h":1226,"hash":"NZwt08DRnlf6-tK5ftrAwA&ts=1793275429"},"i":{"bytes":"AoACQ|DZppYD3\/GnCk2r6D8qAG+YP8kU4EEZByKNijoo\/KlAA6UAFFFFACDpSkA9aBRQAm0Z6CloxiigAooooAKQ5z0\/WiigBOfQ\/nTh0oooAKKKKAP\/2Q=="}}}}},{"channel_id":1131189982,"post_id":3804,"date":1792923137000,"forwards":"19","views":"1.6K","text":"Working with Agentic `Teammates&#039;: When a New Organizational Actor Collides with the Human Ecosystem of Work<br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/abs\/2609.29901\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":133,"media":{"root":"\/011\/3A4AAN6WbEMAAAAACaYuS-FIwTs","photo":{"thumbs":{"m":{"w":278,"h":320,"hash":"m_R3nvrpUd1xklDwyaky_A&ts=1793275429"},"x":{"w":694,"h":800,"hash":"pvHbSE8DN0OTr62wBp5btw&ts=1793275429"},"y":{"w":1110,"h":1280,"hash":"G6ErxtL5nGfmvFsE4vJlkg&ts=1793275429"},"i":{"bytes":"AoACM|DWJOeDSjce4prH5jQuT6flQA\/B9f0owfWlHvRQAUUUUARtjcaVSB3oYAtzSbU9TSAdvX1pQwJwDTNqeppVCg8HmmA+iiigCNvvGgAntRRQAbT6UqggiiigB9FFFAH\/2Q=="}}}}},{"channel_id":1131189982,"post_id":3803,"date":1792755563000,"forwards":"33","views":"2.0K","text":"<b>The Geometry of Agent Memory: Forecasting Retrieval-Bound Memory Failures, and Characterizing Its Limits<\/b><br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/pdf\/2610.26433\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":130,"media":{"root":"\/001\/2w4AAN6WbEMAAAAAiDalmCGnFvQ","photo":{"thumbs":{"m":{"w":274,"h":320,"hash":"Mot4xR9R0FfMD6GQt4ZPng&ts=1793275429"},"x":{"w":686,"h":800,"hash":"cB053shntqXddhZCE79hNw&ts=1793275429"},"y":{"w":878,"h":1024,"hash":"08UyQN3Hypi2hOWUyvwbdg&ts=1793275429"},"i":{"bytes":"AoACI|DWYkHhWP0NRb3HBRvwB\/xqxUeT\/fyfpQBGJHJHyN+R\/wAalUnjKMPqf\/r0mTgZfB+lPHSgBaKKKAAkDqaaTx1BpJfuj61D+dAEwPHG0U8EHvVb86kh6tQBLRRRQAyUEqMDPNRbHP8AD+tFFAB5b\/3P1qSJSpORiiigCSiiigD\/2Q=="}}}}},{"channel_id":1131189982,"post_id":3802,"date":1792675699000,"forwards":"13","views":"2.1K","text":"At the Limits of Computability: Steps Towards Autonomous AI Discovery on the Busy Beaver Frontier<br><br><br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/abs\/2610.22603\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":125,"media":{"root":"\/011\/2g4AAN6WbEMAAAAACaYuS-FIwTs","photo":{"thumbs":{"m":{"w":320,"h":242,"hash":"lscOg1J0VajPirHmlqn94Q&ts=1793275429"},"x":{"w":800,"h":606,"hash":"oVtfUz0z_tp12yUZqceLFA&ts=1793275429"},"y":{"w":1280,"h":970,"hash":"f4lM5ROhhONfD7N_2MrtHw&ts=1793275429"},"i":{"bytes":"AeACg|DWdwmMnFIJVxnOfyolxxn+VIHwPvfpQAvnL\/kijzk556e4pPM\/2v0oEn+0fyoAep3DI6UUKwPAyaKAGSnGM1GX45NSyJvx049ab5H0qGnfRhcj8wf3h+dHmD1H50\/yfpS+U3qKLS7hqELhmOD+tFPjQqTk0VSTA\/\/Z"}}}}},{"channel_id":1131189982,"post_id":3801,"date":1792604748000,"forwards":"8","views":"2.3K","text":"Patch the Planet: global response coordination as agents uncover critical vulnerabilities<br><br><br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/openai.com\/index\/coordinated-disclosure-of-critical-vulnerabilities\/\">https:\/\/openai.com\/index\/coordinated-disclosure-of-critical-vulnerabilities\/<\/a><br><br><a href=\"\/channels\/@datascienceiot\" title=\"Data Science\">@datascienceiot<\/a>","text_length":186,"media":{"root":"\/00e\/2Q4AAN6WbEMAAAAAOTocleeN988","photo":{"thumbs":{"m":{"w":320,"h":185,"hash":"I9GI06DuVt0knc2X5MVEwg&ts=1793275429"},"x":{"w":800,"h":462,"hash":"cfbbwQ_mQ03wx2f3IraTqg&ts=1793275429"},"y":{"w":1280,"h":739,"hash":"EfnHBqAuH7qhKNt8pUJ3IQ&ts=1793275429"},"i":{"bytes":"AXACg|DOz7D8qXnGcCjaNqnPJPSlzx9+mAoGRnj8qQgdMj8qVT+7b58dOPWkJO8\/P+NAAx+n5UU1uvXNFACU7OONooooAUOAjDaDnv6UmRnO0UUUAhCc84xRRRQB\/9k="}}}}},{"channel_id":1131189982,"post_id":3800,"date":1792583558000,"forwards":"37","views":"2.3K","text":"<b>\u0417\u0430\u0447\u0435\u043c \u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c\u0441\u044f \u043a \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u0441\u043b\u0435\u043f\u0443\u044e, \u0435\u0441\u043b\u0438 \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c, \u043a\u0430\u043a\u0438\u0435  \u0431\u0443\u0434\u0443\u0442 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0437\u0430\u0434\u0430\u0447\u0438?<br><br><\/b>\u0420\u0435\u0431\u044f\u0442\u0430 \u0438\u0437 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/t.me\/+KVbOUW1hbtY2MTEy\"><b>\u041f\u043e\u0441\u0442\u0443\u043f\u0430\u0448\u0435\u043a<\/b><\/a> \u0443\u0436\u0435 6 \u043b\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u044f \u0438 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0432 BigTech. \u0422\u0430\u043c \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043c\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u043d\u043e \u0438 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0435\u043a\u0446\u0438\u0439, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043e\u0446\u0435\u043d\u043a\u0438 \u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0435.<br><br><b>\u0421\u043e\u0431\u0440\u0430\u043b\u0438 \u043f\u043e\u0434\u0431\u043e\u0440\u043a\u0443 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u043f\u043e\u0434 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f:<\/b><br><b><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5195117717400601859\/thumb.webp?hash=V6Qg4OYLLhFKvf3vdWUs2w&ts=1793275429' alt='\u27a1\ufe0f'><\/b><b> \u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c:<\/b><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1883\" target=\"_blank\" rel=\"noreferrer nofollow\">\u0421\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0432 \u0422-\u0411\u0430\u043d\u043a\u0435<\/a> <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5217790776741747451\/thumb.webp?hash=S7hSdKWbljOQnVZ55wsJCg&ts=1793275429' alt='\ud83d\udfe8'><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1892\" target=\"_blank\" rel=\"noreferrer nofollow\">\u0427\u0442\u043e \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u044e\u0442 \u043f\u043e A\/B-\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0432 X5<\/a> <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5258494838935931994\/thumb.webp?hash=uTfNof1xYHoMP0aJIbX9rg&ts=1793275429' alt='\ud83c\udf3f'> ,<a href=\"https:\/\/t.me\/postypashki_old\/1777\" target=\"_blank\" rel=\"noreferrer nofollow\"> \u0440\u0430\u0437\u0431\u043e\u0440 \u0441\u043e\u0431\u0435\u0441 \u043d\u0430 DS \u0432 \u042f\u043d\u0434\u0435\u043a\u0441<\/a> <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5375608031478303278\/thumb.webp?hash=hdHiaomi2j9vTQp1KNDXZw&ts=1793275429' alt='\ud83d\udfe5'><br><br><b><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5195117717400601859\/thumb.webp?hash=V6Qg4OYLLhFKvf3vdWUs2w&ts=1793275429' alt='\u27a1\ufe0f'><\/b><b> \u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c:<\/b><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1921\" target=\"_blank\" rel=\"noreferrer nofollow\">Go \u0438 System Design \u0432 Ozon<\/a> <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5380010037949255030\/thumb.webp?hash=JIIuhuhDmMOlde9LcFh-Bw&ts=1793275429' alt='\ud83d\udd35'>, <a href=\"https:\/\/t.me\/postypashki_old\/1863\" target=\"_blank\" rel=\"noreferrer nofollow\">GO \u0432 \u0410\u0432\u0438\u0442\u043e<\/a><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5352653763448414901\/thumb.webp?hash=CZNKZv3NUAYitpGuG093Vw&ts=1793275429' alt='\ud83d\ude0e'><br>\u2014 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/old.postypashki.ru\/%D0%B0%D0%BB%D0%B3%D0%BE%D1%80%D0%B8%D1%82%D0%BC%D1%8B\">\u0411\u0430\u043d\u043a \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0438\u0437 BigTech<\/a> <br><br><b><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5195117717400601859\/thumb.webp?hash=V6Qg4OYLLhFKvf3vdWUs2w&ts=1793275429' alt='\u27a1\ufe0f'><\/b><b> ML\/AI-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430\u043c:<\/b><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1901\" target=\"_blank\" rel=\"noreferrer nofollow\">\u0412\u0441\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043d\u0430 ML-\u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 \u042f\u043d\u0434\u0435\u043a\u0441\u0435<\/a> <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5375608031478303278\/thumb.webp?hash=hdHiaomi2j9vTQp1KNDXZw&ts=1793275429' alt='\ud83d\udfe5'> \u0438 <a href=\"https:\/\/t.me\/postypashki_old\/1912\" target=\"_blank\" rel=\"noreferrer nofollow\">ML \u0432 \u0410\u0432\u0438\u0442\u043e<\/a> <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5352653763448414901\/thumb.webp?hash=CZNKZv3NUAYitpGuG093Vw&ts=1793275429' alt='\ud83d\ude0e'><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1913\" target=\"_blank\" rel=\"noreferrer nofollow\">10 \u043a\u0435\u0439\u0441\u043e\u0432 \u043f\u043e ML System Design \u0432 \u0422-\u0411\u0430\u043d\u043a\u0435 <\/a><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5217790776741747451\/thumb.webp?hash=S7hSdKWbljOQnVZ55wsJCg&ts=1793275429' alt='\ud83d\udfe8'><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5314742628292539611\/thumb.webp?hash=9ASFlyaBA8JuOO7ygKEM2A&ts=1793275429' alt='\u27a1\ufe0f'><b> \u0422\u0435\u043c, \u043a\u0442\u043e \u0438\u0449\u0435\u0442 \u043f\u0435\u0440\u0432\u0443\u044e \u0441\u0442\u0430\u0436\u0438\u0440\u043e\u0432\u043a\u0443:<\/b><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1823\" target=\"_blank\" rel=\"noreferrer nofollow\">\u041a\u0430\u043a \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0430\u0436\u0438\u0440\u043e\u0432\u043a\u0443 \u0432 2026 \u0433\u043e\u0434\u0443<\/a><br>\u2014 <a href=\"https:\/\/t.me\/postypashki_old\/1938\" target=\"_blank\" rel=\"noreferrer nofollow\">\u0413\u0434\u0435 \u0432\u0437\u044f\u0442\u044c \u043e\u043f\u044b\u0442, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u043d\u0435\u0442<\/a><br><br>\u0412 <b>\u041f\u043e\u0441\u0442\u0443\u043f\u0430\u0448\u043a\u0430\u0445<\/b> \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u0432\u044b\u0445\u043e\u0434\u044f\u0442 \u043d\u043e\u0432\u044b\u0435 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u043a\u0430\u0440\u044c\u0435\u0440\u043d\u044b\u0435 \u0433\u0430\u0439\u0434\u044b, \u0441\u0442\u0430\u0436\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0438\u043d\u0441\u0430\u0439\u0434\u044b \u043e \u043d\u0430\u0439\u043c\u0435 \u0432 BigTech.<br>\u041b\u0443\u0447\u0448\u0435 \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u044d\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0434\u043e \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0447\u0435\u043c \u0443\u0437\u043d\u0430\u0442\u044c \u043e \u043d\u0438\u0445 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430<br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/t.me\/+KVbOUW1hbtY2MTEy\"><b>\u041f\u041e\u0421\u0422\u0423\u041f\u0410\u0428\u041a\u0418 \u041f\u041e\u0414\u041f\u0418\u0421\u0410\u0422\u042c\u0421\u042f<\/b><\/a>","text_length":1099},{"channel_id":1131189982,"post_id":3799,"date":1792242028000,"forwards":"15","views":"2.7K","text":"The World Won&#039;t Wait: Evaluating and Teaching Agents Under a Live Clock  <br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/abs\/2610.20665\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":99,"media":{"root":"\/011\/1w4AAN6WbEMAAAAACaYuS-FIwTs","photo":{"thumbs":{"m":{"w":320,"h":250,"hash":"-a0CGQmdJtnZTWs6d37Nvw&ts=1793275429"},"x":{"w":800,"h":625,"hash":"pkoonOZQNbe7Bw8XWGXoKw&ts=1793275429"},"y":{"w":1152,"h":900,"hash":"UIxQCuJDxBX0zRwVPiR_aQ&ts=1793275429"},"i":{"bytes":"AfACg|DZppB\/vH9KdSEgcGgCNt3Zzj6ZpRu7yH8gKU7MZwKBs44FACgHruJ\/KilBB6UUAKKhkzv79KmFRvGWbNSwIufel5FO8k0vk+9TZ9hhEME8UU5E2k80VaEf\/9k="}}}}},{"channel_id":1131189982,"post_id":3798,"date":1792234881000,"forwards":"10","views":"2.3K","text":"\ud83d\udd25 <b>\u0425\u043e\u0447\u0435\u0448\u044c \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u0440\u0430\u0441\u0442\u0438 \u0432 IT? \u0425\u0432\u0430\u0442\u0438\u0442 \u0443\u0447\u0438\u0442\u044c\u0441\u044f \u0432 \u043e\u0434\u0438\u043d\u043e\u0447\u043a\u0443<\/b><br><br>\u041e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0440\u0435\u0448\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u043a\u0430\u0436\u0435\u0442\u0441\u044f.<br><br>\u0421\u043e\u0431\u0440\u0430\u043b \u043f\u0430\u043f\u043a\u0438 \u0438 \u043a\u0430\u043d\u0430\u043b\u044b, \u0433\u0434\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u0432\u043b\u0438\u0442\u044c\u0441\u044f \u0432 \u043d\u0443\u0436\u043d\u043e\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435, \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u0442\u0440\u0435\u043d\u0434\u0430\u043c\u0438 \u0438 \u043d\u0435 \u0432\u0430\u0440\u0438\u0442\u044c\u0441\u044f \u0432 \u0441\u0432\u043e\u0451\u043c \u043f\u0443\u0437\u044b\u0440\u0435.<br><br>AI: <a title=\"Machinelearning\" href=\"\/channels\/@ai_machinelearning_big_data\">t.me\/ai_machinelearning_big_data<\/a><br>Python: <a href=\"https:\/\/t.me\/pythonl\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/pythonl<\/a><br>Linux: <a href=\"https:\/\/t.me\/linuxacademiya\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/linuxacademiya<\/a><br>\u0425\u0430\u043a\u0438\u043d\u0433: <a href=\"https:\/\/t.me\/linuxkalii\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/linuxkalii<\/a><br>DevOps: <a href=\"https:\/\/t.me\/DevOPSitsec\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/DevOPSitsec<\/a><br>Docker: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/t.me\/+90Z5TAyfuNU5YmRi\">https:\/\/t.me\/+90Z5TAyfuNU5YmRi<\/a><br>Golang: <a href=\"https:\/\/t.me\/Golang_google\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/Golang_google<\/a><br>Rust: <a href=\"https:\/\/t.me\/rust_code\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/rust_code<\/a><br>C++: <a href=\"https:\/\/t.me\/cpluspluc\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/cpluspluc<\/a><br>C#: <a href=\"https:\/\/t.me\/csharp_ci\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/csharp_ci<\/a><br>Java: <a href=\"https:\/\/t.me\/javatg\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/javatg<\/a><br>JavaScript: <a href=\"https:\/\/t.me\/javascriptv\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/javascriptv<\/a><br>React: <a href=\"https:\/\/t.me\/react_tg\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/react_tg<\/a><br>Frontend: <a href=\"https:\/\/t.me\/front\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/front<\/a><br>PHP: <a href=\"https:\/\/t.me\/phpshka\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/phpshka<\/a><br>Android: <a href=\"https:\/\/t.me\/android_its\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/android_its<\/a><br>\u041c\u043e\u0431\u0438\u043b\u044c\u043d\u0430\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430: <a href=\"https:\/\/t.me\/mobdevelop\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/mobdevelop<\/a><br>\u0411\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445: <a href=\"https:\/\/t.me\/sqlhub\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/sqlhub<\/a><br>Data Science: <a href=\"https:\/\/t.me\/data_analysis_ml\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/data_analysis_ml<\/a><br>Big Data: <a href=\"https:\/\/t.me\/bigdatai\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/bigdatai<\/a><br>\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430: <a href=\"https:\/\/t.me\/data_math\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/data_math<\/a><br>\u0424\u0438\u0437\u0438\u043a\u0430: <a href=\"https:\/\/t.me\/fizmat\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/fizmat<\/a><br>Kubernetes: <a href=\"https:\/\/t.me\/kubernetc\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/kubernetc<\/a><br>GameDev: <a href=\"https:\/\/t.me\/gamedev\" target=\"_blank\" rel=\"noreferrer nofollow\">https:\/\/t.me\/gamedev<\/a><br>Haskell: <a href=\"https:\/\/t.me\/haskell_tg\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/haskell_tg<\/a><br><br><b>\u0421\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043a\u0430\u0440\u044c\u0435\u0440\u0430:<\/b><br><br>DS \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f: <a href=\"https:\/\/t.me\/machinelearning_interview\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/machinelearning_interview<\/a><br>Python \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f: <a href=\"https:\/\/t.me\/python_job_interview\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/python_job_interview<\/a><br><br>\u041f\u0430\u043f\u043a\u0430 \u0441 \u0432\u0430\u043a\u0430\u043d\u0441\u0438\u044f\u043c\u0438: <a href=\"https:\/\/t.me\/addlist\/_zyy_jQ_QUsyM2Vi\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/addlist\/_zyy_jQ_QUsyM2Vi<\/a><br>\u041f\u0430\u043f\u043a\u0430 Go \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430: <a href=\"https:\/\/t.me\/addlist\/MUtJEeJSxeY2YTFi\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/addlist\/MUtJEeJSxeY2YTFi<\/a><br>\u041f\u0430\u043f\u043a\u0430 Python \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430: <a href=\"https:\/\/t.me\/addlist\/eEPya-HF6mkxMGIy\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/addlist\/eEPya-HF6mkxMGIy<\/a><br>\u041f\u0430\u043f\u043a\u0430 ML: <a href=\"https:\/\/t.me\/addlist\/2Ls-snqEeytkMDgy\" target=\"_blank\" rel=\"noreferrer nofollow\">https:\/\/t.me\/addlist\/2Ls-snqEeytkMDgy<\/a><br>\u041f\u0430\u043f\u043a\u0430 Frontend: <a href=\"https:\/\/t.me\/addlist\/mzMMG3RPZhY2M2Iy\" target=\"_blank\" rel=\"noreferrer nofollow\">https:\/\/t.me\/addlist\/mzMMG3RPZhY2M2Iy<\/a><br><br><b>\u041f\u043e\u043b\u0435\u0437\u043d\u043e\u0435 \u0441\u0432\u0435\u0440\u0445\u0443:<\/b><br><br>\u0418\u0422-\u043c\u0435\u043c\u044b: <a href=\"https:\/\/t.me\/memes_prog\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/memes_prog<\/a><br>\u0410\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u0432: <a href=\"https:\/\/t.me\/english_forprogrammers\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/english_forprogrammers<\/a><br>\u0418\u0418 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438: <a href=\"https:\/\/t.me\/vistehno\" target=\"_blank\" rel=\"noreferrer nofollow\">t.me\/vistehno<\/a><br>954 \u0413\u0411 open-source \u043a\u0443\u0440\u0441\u043e\u0432: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/t.me\/+rKBQEMccAA01MTcy\">https:\/\/t.me\/+rKBQEMccAA01MTcy<\/a><br>\u0418\u0422-\u043a\u043d\u0438\u0433\u0438 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e: <a href=\"https:\/\/t.me\/addlist\/BkskQciUW_FhNjEy\" target=\"_blank\" rel=\"noreferrer nofollow\">https:\/\/t.me\/addlist\/BkskQciUW_FhNjEy<\/a><br><br><b>Max Ai<\/b>: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/ai_machinelearning_big_data\">https:\/\/max.ru\/ai_machinelearning_big_data<\/a><br>Max python: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/pythonl\">https:\/\/max.ru\/pythonl<\/a><br>\u0422\u0415\u0425\u041d\u041e: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/vistehno\">https:\/\/max.ru\/vistehno<\/a><br><b>Max Go: <\/b><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/Golang_google\">https:\/\/max.ru\/Golang_google<\/a> <br><b>Max Linux:<\/b> <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/linuxkalii\">https:\/\/max.ru\/linuxkalii<\/a> <br>Devops: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/DevOPSitsec\">https:\/\/max.ru\/DevOPSitsec<\/a><br>C#: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/csharp_ci\">https:\/\/max.ru\/csharp_ci<\/a><br>C++: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/cpluspluc\">https:\/\/max.ru\/cpluspluc<\/a><br>SQL: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/sqlhub\">https:\/\/max.ru\/sqlhub<\/a><br>Java: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/max.ru\/javatg\">https:\/\/max.ru\/javatg<\/a><br><br>\u041f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0441\u044f \u043d\u0430 \u043d\u0443\u0436\u043d\u044b\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u0439 \u0441\u0435\u0431\u0435 \u043b\u0435\u043d\u0442\u0443, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0434\u0432\u0438\u0433\u0430\u0435\u0442 \u0432\u043f\u0435\u0440\u0451\u0434.","text_length":1931,"media":{"root":"\/00b\/1g4AAN6WbEMAAAAAAwWAih5cEr0","photo":{"thumbs":{"m":{"w":312,"h":320,"hash":"doZg5opKGjI9aL5NG4ThMg&ts=1793275429"},"x":{"w":780,"h":800,"hash":"LxV7qnF2se9HqHWjVMKaaw&ts=1793275429"},"y":{"w":1239,"h":1270,"hash":"JnTk-OlDlNot2nZM82wWCg&ts=1793275429"},"i":{"bytes":"AoACc|CkIkS2WR4dwI+9uP8A+qkZIQW\/dgc7eWPBpglLQiNm+XGMAds59KRmBB3E4Jyfr+VK5SSCdFSQ4UBcAgAk0FEIG0Hp+tNZi7s+c\/XmnDLJk4znqBzTJGN6AY49KKcwYjBY+vNFAxqA8df0pWHH\/wBemqOPuk\/jSlf9kj8aQWETGD604EkBBUY4NSbT1H86YhMEHB60UgOPY0UAKrAUu9feiigZF2pwY4xmiigAJzRRRQI\/\/9k="}}}}},{"channel_id":1131189982,"post_id":3797,"date":1792074781000,"forwards":"23","views":"2.3K","text":"<b>LLM-to-Flow Distillation: Teaching Natural Language Goals to Scientific Generators<br><br><\/b><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"http:\/\/arxiv.org\/abs\/2610.17246\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":109,"media":{"root":"\/012\/1Q4AAN6WbEMAAAAA6PxnK-FfnKo","photo":{"thumbs":{"m":{"w":320,"h":311,"hash":"bDV5uKdvgOFHBOWDUEv67w&ts=1793275429"},"x":{"w":800,"h":777,"hash":"11mxZYvbZ-eKAoLk87gp4w&ts=1793275429"},"y":{"w":1258,"h":1222,"hash":"XfnITPaRQ_eeRf2YU-WUhQ&ts=1793275429"},"i":{"bytes":"AnACg|DXbr9\/HtTcnH+sH5UOm584HA7ikKZ7CgBwJxnzB+VKCT0YflTNhBzxn1qRQcc9aAFooooAa5wuQcVF5jetSyfcqCgB247uoHPXFLvb1plFAFhTlQaKE+6KKAEcErgdaj8tsf8A16KKADy3\/wAmgRPnr+tFFAEqjCgUUUUAf\/\/Z"}}}}},{"channel_id":1131189982,"post_id":3796,"date":1792067605000,"forwards":"8","views":"2.3K","text":"<b>\u0421 \u0432\u0430\u0441 \u0438\u0434\u0435\u044f, \u0430 \u0422-\u0411\u0430\u043d\u043a \u0437\u0430 \u043d\u0435\u0435 \u0437\u0430\u043f\u043b\u0430\u0442\u0438\u0442<\/b><br><br>\u0412 \u0422-\u0411\u0430\u043d\u043a\u0435 \u0438\u0449\u0443\u0442 \u0442\u0440\u0435\u0439\u0434\u0435\u0440\u043e\u0432, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0438 \u0442\u0435\u0445, \u043a\u0442\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u0443\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u044f\u043c\u0438. \u0417\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0439\u0442\u0435\u0441\u044c \u043d\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u00ab\u0418\u043d\u0432\u0435\u0441\u0442. \u041f\u0440\u0435\u043c\u0430\u0440\u043a\u0435\u0442\u00bb \u0434\u043e 11 \u043d\u043e\u044f\u0431\u0440\u044f.\u00a0<br><br>\u0412\u0430\u0448\u0438 AI-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430 \u0441\u043c\u043e\u0433\u0443\u0442 \u043f\u043e\u0431\u043e\u0440\u043e\u0442\u044c\u0441\u044f \u0437\u0430 \u043f\u0440\u0438\u0437\u043e\u0432\u043e\u0439 \u0444\u043e\u043d\u0434 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u2014 2 500 000 \u20bd. \u0410 \u0441\u0430\u043c\u0438 \u0438\u0434\u0435\u0438 \u0422-\u0411\u0430\u043d\u043a \u043f\u043e\u043c\u043e\u0436\u0435\u0442 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0447\u0430\u0441\u0442\u044c\u044e \u0431\u0438\u0437\u043d\u0435\u0441\u0430.<br><br><a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/meetup.tbank-online.com\/invest.premarket\"><b>\u0423\u0441\u043f\u0435\u0439\u0442\u0435 \u043f\u043e\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043a\u0443 \u0434\u043e 11 \u043d\u043e\u044f\u0431\u0440\u044f<\/b><\/a>","text_length":380,"media":{"root":"\/012\/1A4AAN6WbEMAAAAA6PxnK-FfnKo","photo":{"thumbs":{"m":{"w":320,"h":320,"hash":"RsM5uIN8gk9oC1nq01rxAw&ts=1793275429"},"x":{"w":800,"h":800,"hash":"kH1-S6zosktevRXHg8IMCw&ts=1793275429"},"y":{"w":1200,"h":1200,"hash":"ZJ1LpmZeN64xHe9SIXMelg&ts=1793275429"},"i":{"bytes":"AoACg|Cjm3+yY2nz\/X8f8KgGMjPSpYIy7h9m9FYbhnHU9Ksm1OMfZTz0IcZ\/n9KYFf8AcY\/\/AF1E4Ufdbd+FXRAu5B9mJxwR5g+Y4\/8ArU428YwRauQODl8ZP50AUWC9jRSzQvCQJAAT2zRQAwZ7VLG0ez58Zz3B\/wAaXaELZxwcj86YUBchTnoKVxtEgaLvjr6H\/GmyFSAFIz7Z\/qaAo3eXnqOvvTdpRgSPu9aLhYYc9TRUoAMjKfug8fnRSuPlGFi2ST19qTjjnp7UUU7E3FDYYMDyPajeeec5ooosFxCQ2WJ59PWiiimB\/9k="}}}}},{"channel_id":1131189982,"post_id":3795,"date":1791976510000,"forwards":"20","views":"2.5K","text":"<b><i>Scaling Graph Neural Networks for Friend Recommendation: Multi-Hash User Embeddings and Temporal Neighbor Sampling<\/i><\/b><br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/abs\/2608.27413\">Read<\/a><br><br><a title=\"Data Science\" href=\"\/channels\/@datascienceiot\">@datascienceiot<\/a>","text_length":140,"media":{"root":"\/003\/0w4AAN6WbEMAAAAAUMjeC166baU","photo":{"thumbs":{"m":{"w":320,"h":256,"hash":"I0c9pwLDcUYMv1Ci7tZvrg&ts=1793275429"},"x":{"w":771,"h":618,"hash":"zYeInzv0GVMKZtk-h7-TZw&ts=1793275429"},"i":{"bytes":"AgACg|DXYkDj+WaaXI\/\/AFU88jjNNUN\/EP1oATzD7flQHJ6fypSGzwOKGBx8o\/WgBy57\/wAqKADjnrRQAhOEyKZvPrT25TiotrehoAduOevNG8+tJsb0pNjelAEynKiihBhRmigD\/9k="}}}}},{"channel_id":1131189982,"post_id":3793,"date":1791926225000,"forwards":"69","views":"3.0K","text":"Agentic Large Language Models<br><br>\ud83d\udcd3 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/arxiv.org\/pdf\/2610.13455\">Book<\/a> <br><br><a href=\"\/channels\/@datascienceiot\" title=\"Data Science\">@datascienceiot<\/a>","text_length":56,"grouped_id":14335409801905474,"media":{"gallery":[{"root":"\/002\/0Q4AAN6WbEMAAAAAjVok69lC-qU","photo":{"thumbs":{"m":{"w":320,"h":288,"hash":"yMJREzjFh2ZosdPFUMwDEg&ts=1793275429"},"x":{"w":800,"h":719,"hash":"7aQhmaNfArzWCOkFvO1RfA&ts=1793275429"},"y":{"w":1280,"h":1150,"hash":"gf9pnFlKXRVtn6Z9SHJtgw&ts=1793275429"},"i":{"bytes":"AkACg|DZFNJbPABHuacKKAGbn\/urn\/e\/+tSgvnkAD2NIQu7v69KfQAUUUUAAoPI4OKBRQAzZzuz83rTwMDrmot7\/AGgLt+THWpaACiiigAooooAKKKKACiiigD\/\/2Q=="}}}},{"root":"\/001\/0g4AAN6WbEMAAAAAiDalmCGnFvQ","photo":{"thumbs":{"m":{"w":320,"h":288,"hash":"3zVsvwgMgrN-dIf1OlaZBA&ts=1793275429"},"x":{"w":800,"h":721,"hash":"pPd6FMWfJy52PXSncA9b0Q&ts=1793275429"},"y":{"w":1138,"h":1026,"hash":"CnRe5eQFu3G9k8clTFvrhQ&ts=1793275429"},"i":{"bytes":"AkACg|DVYEt\/rSvtxSAHj9+T+XNLJjdTMigCbcP7w\/Ojcv8AeH51CSO9L1PSgCYHPSimp90Z4ooAa7lTjn86aJfqfbNLJjdzTSBQA7zuPu\/rR53+zSDHp+go\/D9BQBIrblBooT7oooARkBbOT0pPJX1NFFACiJcdz+NL5a+n60UUAOAwKKKKAP\/Z"}}}}]}},{"channel_id":1131189982,"post_id":3792,"date":1791908360000,"forwards":"12","views":"2.9K","text":"<b>Physical AI: \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0443\u0447\u0438\u0442\u044c \u0440\u043e\u0431\u043e\u0442\u0430 \u0431\u0440\u0430\u0442\u044c \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u044b \u0441\u043b\u043e\u0436\u043d\u0435\u0435, \u0447\u0435\u043c \u043a\u0430\u0436\u0435\u0442\u0441\u044f<\/b><br><br>\u041c\u0430\u043d\u0438\u043f\u0443\u043b\u044f\u0446\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0439 \u0438\u0437 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0440\u043e\u0431\u043e\u0442\u043e\u0442\u0435\u0445\u043d\u0438\u043a\u0438. \u0410\u043d\u0442\u0440\u043e\u043f\u043e\u043c\u043e\u0440\u0444\u043d\u043e\u043c\u0443 \u0440\u043e\u0431\u043e\u0442\u0443 \u043d\u0443\u0436\u043d\u043e \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u0430, \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0441\u0438\u043b\u0443 \u0437\u0430\u0445\u0432\u0430\u0442\u0430 \u0438 \u0441\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u0435\u043d\u0438\u0435 \u0434\u043e \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0443\u043f\u0430\u0434\u0451\u0442. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u2014 \u0433\u0435\u043d\u0435\u0440\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u0441 \u0442\u0440\u0443\u0434\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 \u043e\u0441\u0432\u043e\u0435\u043d\u043d\u044b\u0435 \u043d\u0430\u0432\u044b\u043a\u0438 \u0432 \u043d\u043e\u0432\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e \u043c\u0430\u0441\u0441\u043e\u0432\u043e\u043c \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 \u0434\u043e\u043c\u0430\u0448\u043d\u0438\u0445 \u0440\u043e\u0431\u043e\u0442\u043e\u0432 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u0440\u0430\u043d\u043e.<br><br>\u041a\u0430\u043a \u0440\u0435\u0448\u0430\u044e\u0442\u0441\u044f \u044d\u0442\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u043d\u0430 \u0447\u0442\u043e \u0443\u0436\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0440\u043e\u0431\u043e\u0442\u044b, <a href=\"https:\/\/t.me\/pashaaiaiai\/307\" target=\"_blank\" rel=\"noreferrer nofollow\">\u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438<\/a> CEO MWS \u041f\u0430\u0432\u0435\u043b \u0412\u043e\u0440\u043e\u043d\u0438\u043d \u0438 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u041b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u0441\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u043e\u0431\u043e\u0442\u043e\u0442\u0435\u0445\u043d\u0438\u043a\u0438 \u0421\u043a\u043e\u043b\u0442\u0435\u0445\u0430 \u0414\u043c\u0438\u0442\u0440\u0438\u0439 \u0422\u0435\u0442\u0435\u0440\u044e\u043a\u043e\u0432.<br><br>\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0432\u044b\u043f\u0443\u0441\u043a \u043f\u043e\u0434\u043a\u0430\u0441\u0442\u0430 \u00ab\u041f\u0430\u0448\u0430 AI AI AI\u00bb \u2014 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/vkvideo.ru\/video-226874221_456239657\">\u0442\u0443\u0442. <br><\/a><br><a href=\"\/channels\/@datascienceiot\" title=\"Data Science\">@datascienceiot<\/a>","text_length":708,"media":{"root":"\/006\/0A4AAN6WbEMAAAAAMX8jIVt6Sok","video":{"duration":49,"w":1280,"h":720,"is_animation":false,"is_round":false,"mime_type":"video\/mp4","size":18950130,"thumbs":{"m":{"w":320,"h":180,"hash":"zpqi1grVE5jDRHLldlgSPA&ts=1793275429"},"i":{"bytes":"AWACg|CBFCorbhg4yBU6xIzY3Y99tVIpPLAPUdwamjy7Exvx6Gnclp7kiQot46sTtAzn8KmTysgGI8jPJqszHz5Du6rjOPampdoE2AMWxjJFArF24SH7KzKF7fzoqgzloWI6E4oouFiAZIxT4WKsQMZoopFolJ3ZPeq2wl2PFFFADjwMUUUUxH\/\/2Q=="}},"streamable":true,"televisor_hash":"k_2BQbThvotqTPM8OfBd8Q&ts=1793275429"}}}]