{"slug": "pytorch-2-15-tackles-the-one-bad-gpu-problem", "title": "PyTorch 2.15 tackles the 'one bad GPU' problem", "summary": "PyTorch 2.15 addresses the \"one bad GPU\" problem in large-scale AI training by clearing technical debt to make training runs more resilient, The Register reported. The release targets failures where a single faulty GPU can disrupt distributed training jobs. The Register framed the work as shoveling aside technical debt to improve resilience at scale.", "body_md": "### [AI](https://beta.theregister.com/tag/ai)\n\n- \n#### PyTorch 2.15 tackles the 'one bad GPU' problemTechnical debt shoveled aside to make large-scale AI training more resilient\n- \n#### Meta brings Conductor on board its model trainAgent orchestration startup gets its exit\n- \n#### Bare metal boom: On-prem server sales for HPC and AI up 20% this yearFirms still want kit on-premises, but spike in revenue is as much about increased costs as higher sales\n- \n#### Windows pushed AI PCs, but now it's hit a wall of RAM pricesCustomers sweating assets amid tight budgets, as Microsoft execs get creative with sales pitches\n- \n#### Drax wants to feed Britain's AI habit with £20B datacenter at biomass power stationBut first it needs planning permission, government approval and, rather importantly, a customer\n\n### [Infosec](https://beta.theregister.com/security)\n\n- \nSecurity #### Russians are posing as Signal support to launch phishing attacksPLUS: US takes down Iranian propaganda sites; Marketing company asks 'Why Do We Have Your Information?' And more!\n- \nSecurity #### Microsoft patches failed to fix on-prem SharePoint, which is now under zero-day attackPLUS: China upgrades smartphone surveillance tools; Ring eases anti-snooping stance; and more\n- \nBlack Hat and DEF CON #### DEF CON Franklin project enlists hackers to harden critical infrastructureVoting village reports have been so successful, says Jeff Moss, that the whole of DEF CON will now be included\n- \nSecurity #### EQT buys majority share in Swiss cybersecurity biz AcronisWent at equivalent of $3.5B+ valuation for entire firm, though portion sold not specified\n- \nMalware Month #### Ten years since the first corp ransomware, Mikko Hyppönen sees no end in sightOn the plus side, infosec's a good bet for a long, stable career\n\n### [FOSS](https://beta.theregister.com/tag/FOSS)\n\n- \n#### Crowd fave Linux Mint update approaches, fresh from autumn release of Cinnamon desktopMint 27 to land before Christmas, with stable Wayland display upgrades, as punters try out Cinnamon 6.8\n- \n#### openSUSE Leap 16.1 gives Linux users the right to remain immutableOne installer now offers conventional and read-only systems as separate Micro distro bows out\n- \n#### Achieving nirvana: Enlightenment 0.28 hits the desktopVery nearly 30something environment gets spruced up… and there's a new Trinity, too\n- \n#### Architect creates open source replacement for VM migration tool VMware has hiddenOpenVDDK is reportedly already being used in production, at scale\n- \n#### AlpineBSD announced – an AI-free FOSS OSCombining the NetBSD kernel with the Alpine Linux userland\n- \n#### Ubuntu 27.04 may bring a preview of the long-awaited Core DesktopCanonical has a long way to catch up, but it knows who it's chasing", "url": "https://wpnews.pro/news/pytorch-2-15-tackles-the-one-bad-gpu-problem", "canonical_source": "https://www.theregister.com/devops/2026/11/06/pytorch-215-tackles-the-one-bad-gpu-problem/5308227", "published_at": "2026-11-06 18:36:42+00:00", "updated_at": "2026-11-06 20:22:03.524120+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "ai-infrastructure", "developer-tools"], "entities": ["PyTorch", "The Register"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/pytorch-2-15-tackles-the-one-bad-gpu-problem", "markdown": "https://wpnews.pro/news/pytorch-2-15-tackles-the-one-bad-gpu-problem.md", "text": "https://wpnews.pro/news/pytorch-2-15-tackles-the-one-bad-gpu-problem.txt", "jsonld": "https://wpnews.pro/news/pytorch-2-15-tackles-the-one-bad-gpu-problem.jsonld"}}