Liquid AI Open-Sources Pipette: A Reproducible Benchmarking Suite That Measures On-Device Models, Quantization, Runtime and Hardware Together

Liquid AI has released Pipette, an open-source platform designed to benchmark foundation models on edge devices rather than server-grade hardware. By measuring performance across quantization, runtime, and specific hardware environments, the tool aims to provide developers with realistic data on how models will actually behave when deployed on mobile or local electronics.