We build domain-specific AI models fine-tuned to your exact use case. Same air-gapped security. Your data never leaves your control.
Two ways to get your custom model running. Both air-gapped. Both fully yours.
We build and ship a pre-configured machine with your custom model installed. Plug in, power on, start querying. No setup required.
We deliver the trained model files + Kwyre server. You deploy on your own hardware. Full Docker and bare-metal support.
Pipeline: Claude → QLoRA → domain GRPO → LoRA export. 300 traces/domain with custom reward functions. Base model: Qwen3.5-4B Uncensored (0/465 refusals) — your sensitive data never refuses to be analyzed.
GPU: NF4/AWQ + Flash Attn 2 + speculative. vLLM: PagedAttention + continuous batching. CPU: llama.cpp. MLX: Apple Silicon. 6 domain LoRA adapters hot-swap at runtime via API (~100 MB each). RAG: FAISS, RAM-only, crypto-wipe.
Tell us about your use case. No obligation. We'll assess feasibility and provide a quote.