Specialize open-weight LLMs (LLaMA 3, Mistral, Qwen, DeepSeek) on your proprietary domain data using LoRA, QLoRA, and DPO with high-throughput private hosting.
Book a direct engineering audit & feasibility estimate with our principal architects.
Architected for high-concurrency enterprise workloads with strict security SLAs.
Curate and synthesize high-density instruction datasets for niche legal, medical, and financial domains.
Maximize compute efficiency utilizing 4-bit/8-bit QLoRA adapters without catastrophic forgetting.
Align model tone, formatting, and safety standards directly with human expert preferences.
Host tuned checkpoints on bare-metal or private VPC instances utilizing vLLM and TensorRT-LLM.
Every phase is backed by automated test suites, transparent sprint metrics, and executive milestone sign-offs.
Cleanse and format domain corpus into high-signal instruction-response pairs.
Configure rank, alpha, and target modules for targeted attention fine-tuning.
Execute multi-node training runs with deep learning optimization frameworks.
Export GGUF / AWQ quantized engines for cost-efficient sub-50ms inference.
We build on hardened, industry-standard frameworks to ensure zero vendor lock-in and effortless long-term maintainability.
Schedule a confidential technical scoping session with our principal engineers. Receive a detailed architecture blueprint, timeline, and cost estimate within 48 hours.