Blog Posts | Joshua Berkowitz

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machine-learning ×

PyTorch Monarch: Single-Controller Distributed Programming for ML at Scale

We now live in a world where ML workflows such as pre-training, post-training, and everything in between are heterogeneous, must contend with hardware failures, and are increasingly asynchronous and h...

distributed-computing fault-tolerance gpu-clusters machine-learning monarch pytorch reinforcement-learning rust

Oct 28, 2025

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Pathway: Real-Time Data Processing with Python and Rust

Businesses demand real-time insights from streaming data and a groundbreaking framework is emerging from France that promises to change the entire process. Pathway represents a shift in how we approac...

ai data-processing differential-dataflow llm machine-learning python rag real-time rust streaming

Oct 3, 2025

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