News & Ideas | At Scale Conferences

At Meta, we manage a planetary-scale AI training fleet comprising thousands of GPUs used for training a variety of models across Meta and its products, including Instagram, Facebook, and Whatsapp. To ensure we can effectively and efficiently use this hardware while continuing to improve our products at the pace AI platforms and services are moving […]

By: Rahul Rai

Mobile, Video and Web

Meta Capacity Planning for AI Training Hardware

At Meta, we manage a planetary-scale AI training fleet comprising thousands of GPUs used for training a variety of models across Meta and its products, including Instagram, Facebook, and Whatsapp. To ensure we can effectively and efficiently use this hardware while continuing to improve our products at the pace AI platforms and services are moving […]

Closing Remarks

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Mobile, Video and Web

Q&A

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Mobile, Video and Web

AI Generated Animation and Video: A Look at the Industry and Meta

Learn about the history of generative AI media products in the industry and at Meta itself. We’ll deep dive into the various challenges of scale we had to overcome to serve millions of people, along with some of the novel optimizations to make our animation model one of the fastest in the industry.

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Mobile, Video and Web

Talking to Others for You

In recent years it’s become much easier to talk to machines freely. But rather than talking to machines ourselves, can we have machines talk to others for us? Communication (e.g. phone calls) is an API to the real world. By teaching machines this “protocol of human conversation” we can tap into any service built for […]

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Mobile, Video and Web

Confidently Building Social Connection

Facebook’s new tool, Write with AI, is designed to enhance user-generated content by helping users overcome common writing challenges like writer’s block and tone misalignment. Leveraging the advanced LLaMa3 model, the tool offers real-time editing suggestions and personalized responses to user prompts, significantly improving the clarity and engagement of social media posts. Since its launch, […]

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Fireside Chat

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Mobile, Video and Web

Meta Capacity Planning for AI Training Hardware

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Mobile, Video and Web

Fireworks AI: Go from Hype to High-Value AI

In AI development, moving from hype to high-value means optimizing base models into specialized versions. This presentation shows the benefits of smaller, focused models that outperform proprietary mega-models ones in latency, throughput, and cost-efficiency. Learn practical methods, real-world examples, and best practices for moving from prototype to production. Discover how Fireworks AI helps developers go […]

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The Next Generation of AI, All on Your Phone

While in today’s AI landscape bigger seems to always be better, there is a burgeoning field on the other end of the spectrum. This talk will cover the basics of on-device AI model development and product applications of this technology at Instagram.

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Experience Creation at Scale Leveraging AI

The talk will start introducing Roblox and the content creation journey of creators who build experience on the Roblox platform. AI is fundamentally changing the process of creation and is disrupting content creation workflows that need to be re-imagine from the ground up. The talk will go through some of the approaches, key findings and […]

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Shipping Faster: Behind the Scenes of How We Built Meta.AI

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LATEST ON SCALE

Meta Capacity Planning for AI Training Hardware

Closing Remarks

Q&A

AI Generated Animation and Video: A Look at the Industry and Meta

Talking to Others for You

Confidently Building Social Connection

Fireside Chat

Meta Capacity Planning for AI Training Hardware

Fireworks AI: Go from Hype to High-Value AI

The Next Generation of AI, All on Your Phone

Experience Creation at Scale Leveraging AI

Shipping Faster: Behind the Scenes of How We Built Meta.AI