# Agent Training vs Traditional Model Training

|  | **Panofy Agent Training** | **Traditional Fine-tuning** |
| --- | --- | --- |
| **Technical Barrier** | No-code, train with natural language | Requires coding & ML expertise |
| **Training Time** | Minutes | Hours to days |
| **Training Data** | Text instructions + reference files | Requires large labeled datasets |
| **Iteration** | Edit anytime, takes effect instantly | Must retrain and redeploy |
| **Memory** | Auto long-term memory, improves over time | No memory mechanism |