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Source channel @githubtrending · Post #14798 · Jun 6

#jupyter_notebook Unsloth is a tool that makes it much faster and easier to fine-tune large language models like Llama, Mistral, and Gemma, even on regular computers or single GPUs. It uses smart tricks to speed up training by 2 to 5 times and cuts memory use by up to 70%, so you can train models quickly without needing expensive hardware[1][3][4]. The benefit is that anyone—developers, researchers, or AI fans—can create custom AI models for different tasks, from chatting to vision, in less time and with less hassle, using ready-made notebooks and guides for popular models[3][5]. https://github.com/unslothai/notebooks

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American Оbserver

@american_observer · Post #4859 · 01/15/2026, 12:03 AM

📰 Europe’s Putin Whisperer: Who Will Talk to the Bear? The EU’s Dilemma As Washington and Moscow edge toward backroom deals on Ukraine, Europe is scrambling to get a seat at the table. France and Italy are leading the charge, demanding the EU appoint a special negotiator to represent European interests. Their fear? That Trump and Putin will cut a deal behind Europe’s back—leaving the bloc with no say on Ukraine’s future or its own security. “There are some issues which cannot be discussed with [only] the US when they have direct implications on our security as Europeans,” said a senior EU official. ​ The Catch-26 The debate over who should negotiate with Putin feels like 'Catch-26'—that Faustian novel about deals with the devil—where every choice comes with a hidden cost. Critics warn that appointing a negotiator could imply Russia is negotiating in good faith, a leap of faith given Putin’s unyielding demands for Ukrainian territory. Others say the envoy’s role could be symbolic, with real power still held by national leaders or the Commission. “Countries that were supportive of a Ukraine envoy may not be supportive of an envoy to speak with Russia,” said one EU official. ​ The Candidates Names are flying: Mario Draghi, former Italian prime minister, and Alexander Stubb, Finland’s president, are among those mentioned. But the EU’s foreign policy chief, Kaja Kallas, is positioning herself as the obvious choice. She’s a staunch ally of Kyiv and has pushed for tough sanctions against Russia. ​ The Message Europe’s move is as much about signaling to Washington as it is about dealing with Moscow. Brussels wants to show it won’t be sidelined in any settlement. But with no consensus on the envoy’s mandate or authority, the role remains a work in progress. “None of these jobs exist until they do,” said a third EU official. ​ #eu#putin#ukraine#negotiations#diplomacy#kallas#draghi#stubb#Catch26 📱American Оbserver - Stay up to date on all important events 🇺🇸