Join PyTorch ATX this August for a hands-on look at the **next generation of AI inference pipelines**. We’ll explore the full modern stack—from aggressive model-size reductions like INT4/INT8 quantization and pruning, dynamic batching, paged-attention memory tricks, and multi-node scheduling. We'll dive into vLLM—today’s most popular open-source engine for high-throughput LLM inference—alongside other cutting edge inference stacks.

Expect deeply technical talks, live demos, and open Q&A with the engineers building and running these systems.

**Presentations**

* *TBD*

**When:** August 2025 - exact date TBD
**Where:** Austin, TX - exact location TBD

Food and beverages will be provided.

PyTorch ATX

Jason Meaux

sonalmishrapachori

Savio Pereira

Joseph Fluckiger

Tarun Reddy

Tarun Govind

Sid R

Rohan James

Isaac

Bob Kozdemba

Caleb Kennedy

Balu Ramakrishnan

atheurer

RaniChowdary.Mandepudi

Shankar Reddy

Andrew Donoho

vishwanath jayaraman

PyTorch ATX: The Future of Inferencing

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