Securing Controlled Unclassified Information: Deploying Private LLMs on Nvidia DGX
Defense contractors are legally prohibited from transmitting CUI to cloud APIs. Here is an architectural deep dive into deploying private Llama-3 70B parameters inside local, air-gapped enclaves.
Local Hardware vs. Cloud APIs: The Real Cost of Local AI Inference in 2026
Paying compounding token fees for cloud LLM APIs gets incredibly expensive. We calculate the amortization costs of owning local Apple Silicon Mac Studios vs paying cloud API monthly charges.