Client Need / Challenge
Proprietary APIs can be cost-prohibitive at scale and pose data privacy risks for sensitive industries.
Solutions & Architecture
PEFT/LoRA fine-tuning on PyTorch, supervised training on custom datasets, and deployment via vLLM or Hugging Face TGI on cloud instances.
Deliverables & Business Value
Fully owned, highly specialized models optimized for specific formats, terminologies, and compliance requirements.