Engineering FAQ

It comes down to Physics vs. Policy. Cloud providers promise privacy via legal policy. We guarantee it via physics. By deploying hardware you own, air-gapped from the internet, we eliminate the physical possibility of data exfiltration or vendor telemetry.

For enterprise tasks, yes. While GPT-4 wins on general trivia, a fine-tuned Llama-3-70b trained on *your* specific documents often outperforms generic models on retrieval accuracy, hallucination rates, and domain-specific logic. Plus, it runs 10x cheaper at scale.

We use a secure "Data Diode" protocol. Updates (model weights, security patches) are delivered via encrypted physical media or a unidirectional gateway that allows signed binaries *in*, but physically prevents any byte from flowing *out*.

We act as your systems integrator. We verify the BOM (Bill of Materials) and can leverage our partnerships with OEMs to expedite delivery of NVIDIA H100/L40S clusters directly to your facility.

We offer a "Managed On-Prem" service. We provide 24/7 remote monitoring and SRE support to handle upgrades, patching, and anomaly detection, while you retain absolute physical control of the machines.