Shota M. | Air-Gapped HPC Arch

Air-Gapped HPC/AI Architect. Eradicating AWS OOM & cloud costs via 128GB local fortress. Verified 10M LLM inferences @ 0.00% Error Rate (O(1) RAM 9.4GB). Zero telemetry.

Kanagawa, Japan (Global On-Premises) Joined on Sep 20, 2026 https://shotamatsubara.com

Education

Self-Directed HPC & Systems Engineering

Pronouns

he/him

Work

Chief Infrastructure Architect @ Matsubara Longevity Science Research Institute

Shota M. | Air-Gapped HPC Arch

Oct 20

Eradicating AWS OOM Kills: 10M LLM Inferences on a $0 Cloud-Cost O(1) Memory Clamped Architecture

#dataengineering #devops #machinelearning #python

1 min read

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Shota M. | Air-Gapped HPC Arch

Oct 8

10M Batch LLM Inference at $0 Cloud Cost: O(1) Memory Clamped Architecture

2 min read

Shota M. | Air-Gapped HPC Arch

Sep 20

Defeating AWS OOM and Cloud Costs: A Zero-Cloud-Cost Architecture using 128GB Bare-Metal, Polars, and jemalloc

#dataengineering #aws #python #devops

2 min read

DEV Community

Shota M. | Air-Gapped HPC Arch

Organizations

Matsubara Longevity Science Research Institute

GitHub Repositories

Skills/Languages

Currently learning

Currently hacking on

Available for

Eradicating AWS OOM Kills: 10M LLM Inferences on a $0 Cloud-Cost O(1) Memory Clamped Architecture

Want to connect with Shota M. | Air-Gapped HPC Arch?

10M Batch LLM Inference at $0 Cloud Cost: O(1) Memory Clamped Architecture

Defeating AWS OOM and Cloud Costs: A Zero-Cloud-Cost Architecture using 128GB Bare-Metal, Polars, and jemalloc