Write or update an architecture decision record with alternatives, consequences, approval, and an executable implementation contract. Use for material design decisions or an explicit ADR request.
Quellsprache: Englisch
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Write or update an architecture decision record with alternatives, consequences, approval, and an executable implementation contract. Use for material design decisions or an explicit ADR request.
Quellsprache: Englisch
Improve backlog readiness, delivery roles, team cadence, and feedback agreements around a concrete process problem. Use for team delivery policy, not an individual feature implementation plan.
Quellsprache: Englisch
Create or refresh docs/Architecture.md as a concise map of real modules, boundaries, contracts, slices, and entry points. Use for onboarding or architecture documentation changes.
Quellsprache: Englisch
Create or revise CI/CD workflows, required quality gates, versioned artifacts, release promotion, and rollback. Use for pipeline or delivery automation changes.
Quellsprache: Englisch
Review a diff for correctness, requirement coverage, test quality, and operational risk, or refine PR review policy and templates. Use for concrete findings and review readiness.
Quellsprache: Englisch
Fix local setup, run, debug, test, or onboarding friction using reproducible repository commands. Use when contributor workflows are missing, inconsistent, or slow.
Quellsprache: Englisch
Update durable engineering docs, navigation, and canonical source placement when they are stale, duplicated, or missing. Use for general docs work; feature specs and ADRs have dedicated skills.
Quellsprache: Englisch
Create or update an executable feature specification with stable requirements, acceptance criteria, real flows, ADR decisions, and test traceability. Use before non-trivial behavior changes or on an explicit spec request.
Quellsprache: Englisch
Prioritize human review of a large generated code area by tracing real flows and ranking risky files. Use when a reviewer cannot inspect every line and needs a practical review sequence.
Quellsprache: Englisch
Plan or improve data exploration, ML feasibility, experiments, evaluation, inference, and model operations. Use for training, inference, or data-science delivery, not generic AI coding.
Quellsprache: Englisch
Turn relevant quality goals into measurable requirements and verification for performance, reliability, accessibility, data integrity, or other system attributes.
Quellsprache: Englisch
Instrument or specify logs, metrics, traces, correlation, and actionable alerts for a concrete runtime flow. Use when detection or diagnosis is missing or a change affects operational visibility.
Quellsprache: Englisch
Review or implement scoped security controls for authentication, authorization, secrets, external inputs, data handling, and pipeline permissions. Use for a concrete security impact or baseline request.
Quellsprache: Englisch
Refactor coupled or oversized code by responsibility, apply repository maintainability limits, and document justified exceptions. Use for design quality changes or maintainability policy.
Quellsprache: Englisch
Create or update root and project-local AGENTS.md, repository boundaries, rule precedence, skill routing, and agent workflow policy. Use for MCAF bootstrap or governance changes.
Quellsprache: Englisch
Define or refine branch, merge, commit, release, and repository ownership policy. Use for source-control governance or secrets-in-history response, not routine Git commands.
Quellsprache: Englisch
Design or update regression tests for features, defects, and refactors using repository verification commands. Use for meaningful user or system flow coverage and test strategy.
Quellsprache: Englisch
Define or refine UI engineering guidance, design-system handoff, accessibility, and frontend technology decisions. Use for concrete UI delivery or design-policy changes.
Quellsprache: Englisch
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