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Get Started Free →System and API design guidance covering component boundaries, data flow, integration patterns, and scalability considerations.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -22% | 0% |
| case-22 | ✗→✓ | ▲ Improved | -48% | 0% |
| case-20 | ✓→✓ | = Same ✓ | -40% | 0% |
| case-21 | ✓→✓ | = Same ✓ | -42% | 0% |
Architectural decisions require user approval when:
planner (architecture planning)component-builder (architecture implementation)code-reviewer (architecture review)Other measured skills in the registry, with their headline benchmark lift.