QELUMO / LLM TRAINING & ADAPTATION

LLM training & adaptation

Domain-specific data preparation, model fine-tuning, retrieval systems and evaluation workflows that turn model potential into useful product behavior.

Data & model adaptation

Review available data, permissions and target tasks; prepare datasets and scope supervised fine-tuning or other adaptation work.

Retrieval & application integration

Connect models with approved knowledge sources and application tools; design retrieval, prompts and response handling.

Evaluation & delivery

Establish task-specific evaluation sets, track quality and resource use, and document the resulting configuration and limitations.

What we agree before work begins

Project scope, technical dependencies, delivery milestones, acceptance criteria, pricing and any ongoing support are agreed in writing. Research outcomes, third-party approvals and model performance are evaluated against a defined scope rather than assumed.