Matsubara Longevity Science Research Institute

We eliminate exorbitant AWS/GCP memory charges and pipeline OOM crashes. Powered by an air-gapped bare-metal HPC workstation (HP Z4 G4 / 128GB ECC RAM / RTX 5060 Ti 16GB), we benchmarked 10,000,000 (10M) async inferences under libjemalloc2 dynamic injection and Polars chunked streaming. Result: 0.00% Error Rate, host RAM strictly locked at 9.4GB (O(1) constant space), zero swap usage, and zero cloud compute cost. We deliver containerized, reproducible Infrastructure as Code (IaC) for HIPAA/GDPR compliance.

Hardware: HP Z4 G4, Intel Xeon W-2155 (10C/20T), 128GB DDR4 ECC RDIMM, ASUS RTX 5060 Ti 16GB (PCIe Gen4 NVMe Hot Storage / WD Red Plus Cold Storage)
Software & Memory Architecture: Linux Kernel I/O Tuning, WSL2 Native Bare Mount (ext4), Docker (--network none), libjemalloc2 (LD_PRELOAD), Polars Streaming, PyTorch, vLLM, CUDA, SQLite WAL (2-phase atomic commit), Python asyncio/aiosqlite