| 1. Prompt-Engineering Techniques |
✓ |
|
✓ |
✓ |
|
|
|
|
|
|
| 2. Chunking Strategies |
✓ |
✓ |
|
|
|
|
|
✓ |
|
|
| 3. Structural Element Extraction |
✓ |
|
|
|
|
|
|
|
|
|
| 4. JSON Communication Protocol |
|
|
|
|
|
|
✓ |
|
✓ |
✓ |
| 5. Scoring Systems |
|
|
|
|
|
|
✓ |
|
|
|
| 6. Pydantic Validation |
|
|
|
|
|
|
✓ |
|
|
|
| 7. Two-Agent Architecture |
|
|
|
|
|
|
|
|
✓ |
|
| 8. Bidirectional Feedback Channel |
|
|
|
|
|
|
|
|
✓ |
|
| 9. Intent→Plan→Execute Pattern |
|
|
|
|
|
|
|
|
|
✓ |
| 10. Pattern Libraries |
|
|
|
|
|
|
|
|
|
✓ |
| 11. Controlled Code Execution |
|
|
|
|
|
|
|
|
|
✓ |
| 12. Tiktoken Integration |
|
|
|
|
|
✓ |
|
|
|
|
| 13. Use of Large Contexts (>128K) |
|
|
|
|
✓ |
✓ |
|
✓ |
|
|
| 14. Cascading Workflows |
|
|
✓ |
|
|
|
|
|
|
|
| 15. Multi-Agent Systems (3+ Components) |
|
|
|
|
|
|
|
|
|
✓ |
| 16. State Management |
|
|
|
✓ |
|
|
|
|
|
|
| 17. Parallel Processing |
|
|
|
|
|
|
|
✓ |
|
|
| Σ Techniques |
3 |
1 |
2 |
2 |
1 |
2 |
3 |
2 |
3 |
5 |