Testing

Build and inspect mathematical graphs and coordinate constructions with JSXGraph when a learner needs to connect an equation to a shape, solve graphically, or…

测试驱动开发。当用户想以测试先行构建功能或修复 bug、提到 "red-green-refactor"，或想要集成测试时使用。

Test a consequential technical assumption with a small, falsifiable experiment before committing to an approach.

Fix a reported bug with a regression test that demonstrably fails on the original behavior and passes after the fix.

Use when an assessed gflow-cli issue (verdict CONFIRMED-BUG or LIKELY-BUG) has localized, verifiable scope and should be driven to a fix.

Creates a structured task-by-task implementation plan for a gflow-cli feature.

Pre-implementation edge-case and scenario explorer for gflow-cli.

Battle-tested Playwright patterns for writing and debugging reliable E2E, API, component, visual, accessibility, and security tests.

For frontend engineers authoring UI — how to make components reliably locatable by tests and AI agents.

QA engineering workflows on top of Playwright.

Use when testing how KR-SK-001 moves extra Kiro skill fields under metadata

临考复习教练 / Exam cram coach.

依次执行原始 grill、to-spec、to-tickets、implement Skill，通过真实会话、审批和实际测试完成代码任务。

Debug failed Konflux e2e test runs by downloading logs and artifacts from GitHub Actions or OpenShift CI (Prow), analyzing test failures, and suggesting fixes.

Coordinates album release including QA, distribution prep, and platform uploads.

Researches investigative articles, interviews, and news coverage.

Use when running Arcgentic V2 in Codex and the current thread must orchestrate fixed Planner, Developer, Test, and Auditor role threads.

Decides what to make next — turns the brand, the product, your own running ads and competitor research into the concepts worth testing next.

Production-ready CI/CD configurations for Playwright — GitHub Actions, GitLab CI, CircleCI, Azure DevOps, Jenkins, Docker, parallel sharding, reporting, code…

Check the SonarCloud quality gate for a PR (or the current branch) and drive it to zero.

Run end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice.

Guides embedding model migration in Qdrant without downtime.

Direct-invocation specialist for low-fidelity, self-contained HTML wireframes that test information hierarchy, content, navigation, task flow, and responsive…

Before showing the user any substantive GTM deliverable (positioning, value prop, homepage, launch post, pricing, sales script, the brief, the market…