Comprehensive guide for training AI agents: knowledge bases, model selection, datasets, evaluation, and MCP tools
Aspect | Base Model | Finetuned Model |
---|---|---|
Setup Time | Immediate | Weeks to months |
Cost | Pay-per-use | Training + inference |
Flexibility | High | Limited to training domain |
Performance | Good general | Excellent specific |
Maintenance | Provider managed | Self-managed |
Data Requirements | None | Thousands of examples |