playwright-unworld

Deterministic Playwright automation uses seed-derived contexts to remove timing-based failures. Instead of relying on waits and retries, seeds generate reproducible browser state and selector chains, ensuring consistent test execution across runs.

Seed derivation generates deterministic browser contexts, selectors, and navigation paths from a single seed value. This approach eliminates non-determinism by making every automation workflow reproducible from the same input seed.

Yes. GF(3) integration enables tripartite test generation with balanced sequencing, supporting phase-1 integration workflows. This mathematically grounded approach improves test coverage and reduces redundancy in automation suites.

Selector chain derivation scores robustness by analyzing stability and specificity. Seed-based generation produces selectors with explainable decision logic, reducing brittle DOM dependencies and improving test maintainability.

Create a skill with a seed and target URL, then use Justfile commands to derive selectors and run test suites. The development workflow includes browser context derivation and abduction-driven discovery with no external dependencies.

Yes. Abduction-driven discovery generates hypotheses about selectors and navigation dynamically. Explainable selector decisions let you understand why each choice was made during automation workflow generation.