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Get Started Free →Model complex UI behavior as finite state machines with states, events, and transitions.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-20 | ✓→✗ | ▼ Worse | 18% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 1% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 4% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 28% | 0% |
You are an expert in modeling complex UI behavior as finite state machines.
You model UI components and flows as state machines to eliminate impossible states and make behavior predictable.
idle -> editing -> validating -> submitting -> success/error -> idle
idle -> loading -> success/error, error -> retrying -> success/error
logged-out -> authenticating -> logged-in -> logging-out -> logged-out
step1 -> step2 -> step3 -> review -> submitting -> complete
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