AI Practice
AI That Stays on Your Network
Local LLMs, RAG pipelines, and fine-tuned mission assistants built on-prem for defense and federal customers who can't ship data to third-party clouds.
Why On-Prem
Your Data Never Leaves
Commercial AI APIs send every token over the public internet to a vendor's servers. For classified, ITAR-controlled, or CUI data that is not an option, and for a lot of defense customers, it's not negotiable.
We deploy modern open-weight LLMs inside your network, wired to your data, accessible only to your users, with logs you own. Same capability, your rules.
What We Deliver
AI Capabilities
On-Prem Local LLMs
Self-hosted language models running inside your enclave on NVIDIA GPU infrastructure (H100 / H200 / A100 / L40S). No data leaves the network. No cloud API keys, no third-party prompt logging, no vendor lock-in. Supports Llama, Mistral, Qwen, and customer-specific fine-tunes.
NVIDIA Accelerated Compute
Full NVIDIA stack deployments: CUDA, cuDNN, TensorRT-LLM, Triton Inference Server, NIM microservices, and NeMo fine-tuning. Tuned for throughput, tensor parallelism, and FP8 / INT4 quantization so you get the most tokens-per-second out of every GPU hour.
RAG over Classified Corpora
Retrieval-augmented generation pipelines that index mission docs, SOPs, training materials, and program data behind appropriate access controls. Answers stay grounded in your actual source material.
Fine-Tuned Mission Assistants
Domain-specific assistants trained on your doctrine, regulations, and vocabulary using NVIDIA NeMo and Hugging Face pipelines. Used for course assistance, SOP lookup, acquisition drafting, and analyst augmentation, with audit trails.
AI Copilots & Agents
Tool-using agents for analysts, instructors, and operators. Structured outputs, constrained decoding, and guardrails that respect classification boundaries and authority-to-act limits.
Evaluation & Safety
Red-teaming, jailbreak testing, and quantitative eval harnesses so you can show auditors and sponsors what the model will (and will not) do. Bias, hallucination, and leakage tests built in.
Training & Simulation
AI Inside the Curriculum
AI pluggable into NSSI-style curricula and space warfighter simulations — generating adaptive exercises, scoring student work, and extracting after-action insights from transcripts.
Stack
Tools & Platforms
Compute & Platform
- NVIDIA H100 / H200
- A100 / L40S
- Jetson Edge
- CUDA / cuDNN
- Kubernetes + GPU Operator
- Airgap
Inference
- vLLM
- TensorRT-LLM
- NVIDIA Triton
- NVIDIA NIM
- Ollama
Training
- NVIDIA NeMo
- PyTorch
- Hugging Face
- Axolotl
- Unsloth
Retrieval
- pgvector
- Qdrant
- Elastic
- BM25
Next Step
Bring AI Inside the Fence
We'll walk through your data, your clearance boundaries, and what AI can realistically do inside them.