Models & PromptingLetter F1 min read
In plain English
Training a base model further on domain-specific data for specialized behavior.
Full definition
Fine-tuning adapts tone, vocabulary, and task performance to an industry or brand. It is most valuable when you have high-quality labeled examples and stable requirements.
Many teams start with prompting and RAG first, then fine-tune when ROI is clear and data is ready.
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RAG done right: ingestion and chunking
Read the full article on the AshnaAI blog.
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