Private research cluster · EST. 2026

Private compute. Serious work. No tenants.

vSpark Lab is a self-operated compute environment for model experimentation, private inference, and infrastructure that answers to exactly one person. Everything runs on hardware I own, on a network I control.

Location
Private / on-prem
Uptime 90d
99.94%
Capacity
Expanding
Access
Invite only
Telemetry · Cluster load
01

Built for throughput,
not for slideware

A small set of things done properly: run models, serve them, store the results, and keep the whole thing observable.

01

Accelerated inference

Large models served locally with low first-token latency. Quantized, batched, and scheduled across available capacity.

02

Persistent datasets

Versioned corpora and checkpoints on redundant local storage, snapshotted nightly and mirrored off-site.

03

Containerized everything

Reproducible environments. One command from clean clone to running service.

04

Full observability

Per-token, per-request, per-service. If it moves, it is graphed and alerted on.

05

Closed perimeter

Zero-trust ingress, per-service tokens, no data leaves the boundary uninvited.

02

Access is granted, never assumed

Collaborators get scoped credentials, a namespace, and a quota. Everything else stays closed. Tell me what you want to run and why.