LLM Fine-tuning

Parameter-efficient fine-tuning of open-weight models using LoRA, QLoRA, and full fine-tuning techniques to match specific domain knowledge, tone, and output formats. We maintain fine-tuning pipelines for Llama, Mistral, and custom architectures, with automated evaluation suites that measure performance against domain-specific benchmarks.