Use when writing or reviewing a Gauntlet story card. Establishes the calibration framing — outcomes, persona binding, observable acceptance criteria — and explicitly rules out wrong-shaped frames (Agile user stories, QA step-scripts, BDD Given/When/Then) so prior knowledge does not contaminate the card.
Design and coordinate multi-agent systems where specialized agents work together to solve complex problems. Covers agent communication, task delegation, workflow orchestration, and result aggregation. Use when building coordinated agent teams, complex workflows, or systems requiring specialized expertise across…
Integrate automated tests into CI/CD pipelines for continuous testing, including pipeline configuration, test automation strategies, reporting, and DevOps collaboration.
Manage the complete defect lifecycle from discovery through closure, including logging, tracking, metrics analysis, root cause analysis, and stakeholder reporting.
Assist a QA engineer by navigating the app, drafting test cases from requirements, executing them, and recording results — with the human in the loop for judgment.
A process for writing a plain, practical delivery message for a batch of completed files, such as reports, spreadsheets, source data, or configuration files.
A Git commit workflow that stages changes, runs three parallel reviews, asks for confirmation of the commit message, then commits and pushes the result. Git is the version-control system used to track code changes.
A Chinese-language guide for red-team and blue-team review, where a proposal is challenged to expose weak assumptions, logical gaps, and risks before it is adopted.