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Distributed Computing

2 GoKawiil briefs on this topic

Research proposes 'Minions' system to pool idle Apple Silicon GPUs for AI inference

A new paper describes Minions, a distributed system that aggregates spare GPU capacity from macOS devices running Apple Silicon chips to run large-scale machine learning inference workloads. The authors say the system handles task scheduling, fault tolerance, and resource utilization across these devices without requiring teams to buy additional GPU hardware.

Researchers use AlphaFold database to identify TM184C as a GPCR-like regulator

A research team mined all 214.5 million structure predictions in Google DeepMind's AlphaFold database to search for undiscovered 7TM (seven-transmembrane) folds resembling G-protein-coupled receptors. Using the rhodopsin structure as a reference and the TM-align algorithm, they identified TM184C as a previously unrecognized GPCR-like protein involved in regulating cell-to-cell exchange and autophagy. The analysis required processing 24 tebibytes of compressed structural data on university supercomputing clusters.