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One TPU Chip, Eight Agents: Serving Small Agent Workloads with Raw JAX

Cloud TPU v6e-1 ( ct6e-standard-1t , one v6e chip, 32 GB HBM), GCE flex-start, europe-west4-a. vLLM baseline measured 2026-07-21. The workload nobody …

tpullmjaxagents
Dev.to Jul 29, 2026, 22:02 UTC
EN

Large-Scale TensorCircuit Contractions on GPUs: Disabling XLA GPU Autotuning

When running large-scale tensor-network contractions with TensorCircuit-NG and the JAX GPU backend, the following runtime configuration is worth testi…

jax
Dev.to Jul 15, 2026, 03:41 UTC
EN

PyTrees Are Not One Thing: JAX, PyTorch, and TensorFlow Compared

PyTrees look deceptively simple. You flatten a nested Python object into leaves, keep a structure descriptor, and later rebuild or map over the same s…

jaxtorchtensorflow
Dev.to Jun 12, 2026, 06:18 UTC
EN

Why JAX Is a Much Better Backend for Quantum Circuit Simulation Than PyTorch

Modern quantum circuit simulation is not just “machine learning with complex tensors.” It involves irregular tensor contractions, sparse operators, st…

jaxpytorch
Dev.to Jun 6, 2026, 05:01 UTC

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