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Deploying a QAT Checkpoint Your Serving Stack Can't Load: Gemma 4 E2B in Pure JAX on One TPU

Cloud TPU v6e-1 ( ct6e-standard-1t , one v6e chip, 32 GB HBM), Compute Engine flex-start, europe-west4-a. All timings below measured 2026-08-19 unle…

tpujaxllmquantization
Dev.to Aug 19, 2026, 13:43 UTC
EN

Self-hosting a lite agent backend on one TPU: Gemma 4 E2B + vLLM on a v5e-1

Self-hosting a lite agent backend on one TPU chip A single Google Cloud TPU v5e chip — 16 GB of HBM, about $0.58/hour on spot — will serve google/ge…

tpuvllmllmgcp
Dev.to Aug 9, 2026, 22:14 UTC
EN

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 nobod…

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

Gemma 4 E2B on a Single TPU v6e Chip: A Serving Deep Dive

Measured 2026-07-21 on vllm/vllm-tpu:nightly (vLLM 0.23.1rc1.dev1076), a GCE flex-start ct6e-standard-1t (one TPU v6e chip, 32 GB HBM) in europe-wes…

tpullmvllmgooglecloud
Dev.to Jul 21, 2026, 03:48 UTC

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