Released August 24, 2026, Pipette publishes 1,000+ lab-verified configuration rows with five on-device performance metrics each, plus open-source and native iOS/Android clients for local benchmarking. The premise is that edge AI behavior is a property of the deployed system — quant format, llama.cpp build, thermal throttling, and NPU paths — not the Hugging Face card in isolation.