Squeezing Giants: Efficient Foundation Model Acceleration on Limited GPUs

New research shows that reducing the size of large AI models isn’t enough – optimizing how those models access memory is critical for achieving real-world performance gains on resource-constrained hardware.





![GateBreaker provides a comprehensive framework for addressing challenges in [latex] \text{AI} [/latex] safety through robust anomaly detection and mitigation.](https://arxiv.org/html/2512.21008v1/x4.png)


