verification-and-quality-assurance
Orchestrate verification and QA activities across requirements, design, implementation, and validation with traceable evidence.
Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Orchestrate verification and QA activities across requirements, design, implementation, and validation with traceable evidence.
Verify outputs and claims for accuracy, grounding, and policy compliance with explicit evidence and confidence ceilings.
Confirm a requested feature change via AERA Debug mode (Debug view, console, logs). Use when validation must happen through Debug UI or when you need to add debug-only probes/commands to make a change observable.
Verify a PR is ready for merge (CI passing, approvals, no conflicts). Use before merging to ensure all requirements met.
Brutal Vibe Audit for engineering quality. Auto-activates on: "code review", "technical audit", "engineering quality", "is this production ready", "vibe check", "slop check", "AI-generated code", "technical due diligence", "can we ship this", "quality assessment"
Scans staged changes for secrets, debug statements, TODOs without references, and other common commit mistakes. Use before creating any commit.
Guidelines for visual predictive checks following Säilynoja et al. recommendations using ArviZ
Unit testing patterns with Vitest in LivestockAI
Vitest-based test writing with mocking strategies for Remotion and AWS services. Use this when creating test files (__tests__/*.test.ts), writing unit tests for components or server logic, mocking external dependencies, or validating API endpoints and video rendering behavior.
Enforce Viet K-Connect non-negotiables (no Server Actions, API Routes only, Drizzle/Supabase patterns, TanStack Query repo layer, i18n ko/en/vi key parity). Use before/after code changes and for PR review checklists.