Tencent’s new AI technique teaches language models ‘parallel thinking’

The Parallel-R1 framework uses reinforcement learning to teach models how to explore multiple reasoning paths at once, ...

From stuck to scaled: How hyper-parallel AI training cuts iteration cycles 20X

When it comes to AI, many enterprises seem to be stuck in the prototype phase. Teams can be constrained by GPU capacity and ...
insideHPC

What is data-parallel programming?

In the task-parallel model represented by OpenMP, the user specifies the distribution of iterations among processors and then the data travels to the computations. In data-parallel programming, the ...
Business Wire

Hammerspace and Parallel Works Unveil Unified Compute and Data Orchestration for Hybrid and Multi-Cloud HPC and AI Workloads

SAN MATEO, Calif.--(BUSINESS WIRE)--Hammerspace, the company orchestrating the next data cycle, and Parallel Works, provider of the ACTIVATE control plane for AI and HPC resources, today unveiled a ...
Electronic Design

Demultiplexer Converts Serial Data To Parallel Data

The MAX3950 is designed to convert 10-Gbps serial data to 16-bit-wide, 622-Mbps parallel data. Its ability to handle FEC data rates make the MAX3950 ideal for a variety of applications in SDH/SONET ...

A Natural Blueprint For Data System Modernization

In nature, a strangler fig grows around a host tree, eventually replacing it without a sudden collapse. In system design, the ...