
ALT This image is a promotional graphic for the PyTorch Conference - North America 2026. It advertises a session titled "Turning Tribal AI Knowledge into a Model" scheduled for Wednesday, October 21, from 11:45 AM to 12:10 PM PT in Room 210A (Concourse Level). The speakers listed are Liana Koleva, a Research Engineer at Lightning AI, and Teja Pulagram, an AI Performance Optimization Engineer at Lightning AI. Their photos are displayed alongside the text.

ALT Event slide for PyTorch Conference North America 2026, Demo Theatre. The session titled "What Agentic ML Engineering Looks Like on Lightning" is scheduled for Wednesday, October 21, 1:30-1:40 PM PT at Community Expo (Concourse Level). Featured speakers are FNU Harsh, Staff Software Engineer at Lightning AI, and Sarah Ahmed, ML Solutions Engineer at Lightning AI.

ALT This image is a promotional graphic for a PyTorch conference event titled "Scaling RL on PyTorch: Monarch, TorchTitan and What Games Demand." It mentions a fireside chat and happy hour scheduled for Tuesday, October 20, from 6-9:30 PM PT in San Jose. The event features speakers from Lightning AI and Meta, with highlights of free food and drinks. The image includes the PyTorch logo and conference details.

ALT Promotional graphic for a PyTorch Conference session titled 'Scaling RL on PyTorch: Monarch, TorchTitan and What Games Demand.' The session is scheduled for Tuesday, October 20, 6-7 PM PT in San Jose. Featured participants include individuals from Lightning AI and PyTorch at Meta. Includes their names and photos, alongside logos for PyTorch and the conference.

ALT The image is a promotional banner for the "Enterprise AI Security Transformation Assembly" event by The Millennium Alliance, held October 7-8 at The Whitley, Atlanta Buckhead. It features the logo of Lightning AI and mentions Jon Krohn as a Fellow of Machine Learning Practice. There is additional text about a roundtable discussion topic. The background shows a building and The Millennium Alliance logo.

ALT The image is a promotional banner for the "Enterprise AI Security Transformation Assembly" event by The Millennium Alliance, held October 7-8 at The Whitley, Atlanta Buckhead. It features the logo of Lightning AI and mentions Jon Krohn as a Fellow of Machine Learning Practice. There is additional text about a roundtable discussion topic. The background shows a building and The Millennium Alliance logo.

ALT A person is smiling at the camera in a photo. Beside the photo is a quote: "In a parallel universe in which we didn't have Lightning, we probably would have had to just hire an ML engineer for the last 3 years to be full-time managing our infra... it's probably saved us 2-3 engineering years." Below the quote, it reads "Bradley Emi, CTO and Co-Founder, Pangram.

ALT Bar chart comparing checkpoint write times across three GCSFS bucket types. "GCSFS standard bucket without Lightning fix" shows 2825.88 seconds. "GCSFS standard bucket with Lightning fix" shows 534.1 seconds, an 81% reduction. "GCSFS rapid bucket" shows 159.04 seconds, a 95% reduction. Title reads: "GCSFS reduces checkpoint write time by up to 95%.









