Knowledge integration
Extend foundational models with proprietary data and domain expertise to create true domain specialists.
- Supervised and full fine-tuning integrate expert knowledge directly into weights
- Parameter-efficient methods such as LoRA, QLoRA, and adapters enable modular updates at scale
- Multimodal alignment fuses text, code, vision, and structured data into unified reasoning models


