Systems for AI
Serving AI is expensive. We build systems that reshape how models execute, from adaptive execution to smarter placement, to deliver more useful work from bounded compute, memory, and network capacity.
We research and build the systems infrastructure behind efficient and reliable AI, from serving models on bounded hardware to scaling graph learning and running agents dependably.
NExt-gen X Systems is a research group in the School of Computer Science at Georgia Institute of Technology. The X stands for whatever the next generation of systems is built for. Today, X is AI.
Serving AI is expensive. We build systems that reshape how models execute, from adaptive execution to smarter placement, to deliver more useful work from bounded compute, memory, and network capacity.
AI agents are moving from answering questions to carrying out long tasks. We are building the systems infrastructure necessary for the reliable and efficient operation of agents.
Graph neural networks power recommendation, fraud detection, and drug discovery, but real graphs are large, heterogeneous, and constantly changing. We build systems and models that scale GNN training and serving.
Our research is supported by generous contributions from Adobe, Cisco, Dolby, Google and Zulip.
2026-10-01
Anand receives Google ML and Systems Junior Faculty Award! Thank you Google!
2026-08-12
Vima wins CRNCH fellowship!
2026-07-03
Sandhi was accepted to SOSP 2026.
2026-05-01
Vima is selected to present at the MLSys 2026 Young Professionals Symposium (YPS).
2026-04-27
NEXS graduates its first PhD! Congratulations Dr. Mingyu Guan!
2026-04-25
Uma graduates with a Masters!
2026-03-26
VTC was accepted to OSDI 2026.
2026-02-18
We released a preprint of CHAI, our work on speeding up text2video.
2026-02-11
We released a preprint of SAFuzz, our work on adaptive fuzzing for coding LLMs.
2026-02-02
Omega was accepted to IPDPS 2026.
2025-11-26
We released a preprint of Aragog, our work on scalable serving of agentic workflows.
2025-08-25
Uma Anand joins NEXS. Welcome Uma!
2025-03-25
SysGPT was accepted to OSDI 2025.
2025-01-25
Flex was accepted to EuroSys 2025.
2025-01-25
We released a preprint of ReInc, our work on scalable training of dynamic GNNs.
2024-12-09
Kartik graduates with a Masters!
2024-12-09
HetTree was accepted to AAAI 2025.
2024-11-13
We released a preprint of Lynx, our work on efficient MoE inference.
2024-08-05
Apparate was accepted to SOSP 2024.
2024-08-05
E3 was accepted to SOSP 2024.
2024-03-21
Sudipta’s work, Usher, was accepted to OSDI 2024.
2023-12-07
Vulcan was accepted to NSDI 2024.
2023-11-01
Kartik Sinha joins NEXS. Welcome Kartik!
2023-08-21
NEXS welcomes its first two members: Mingyu Guan & Vima Gupta!