Rafal Leszko

Staff Software Engineer
Livepeer
Poland

About

Rafal Leszko is a Staff Software Engineer at Livepeer, author of the book “Continuous Delivery with Docker and Jenkins”, trainer, and conference speaker. He specializes in video AI. Rafal is a former employee of several companies and scientific organizations, including Hazelcast, Google, CERN, AGH University of Science and Technology and more.
Talk

Rafal Leszko | Transforming Video on the Fly: Practical AI Solutions for Creators

Ai, Video, Streamdiffusion, Longlive
Generative AI is opening new possibilities for creating and transforming video in real time. In this talk, the speaker explores how recent models such as StreamDiffusion and LongLive push diffusion techniques into practical use for low-latency video generation and transformation. The speaker provides a deep technical walkthrough of how these systems can be adapted for streaming use cases, unpacking the full pipeline – from decoding, through the diffusion process, to encoding – and highlighting optimisation strategies, such as key–value (KV) caching, that make interactive generation possible. The talk also discusses the trade-offs between ultra-low-latency video transformation and generating longer, more coherent streams. To make it concrete, the speaker presents demos of StreamDiffusion (served with the open-source cloud service Daydream) and LongLive (explored with the open-source research tool Scope), showcasing practical examples of both video-to-video transformation and streaming text-to-video generation.