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 |