comparative-benchmark

Execute a scoped project-management card end to end.

Interpret a raw work card, validate its acceptance criteria, and gather only relevant project context before planning or implementation.

Independently review a change or diff against its scoped card, acceptance criteria, tests, and project conventions before merge or handoff.

Implement or review a domain service or modular domain boundary while preserving ownership, state transitions, and integration contracts.

Implement or review event contracts, transactional publication, idempotent consumers, retries, dead-letter handling, and replay.

Implement or review structured logging, correlation, tracing, metrics, dashboards, and reproducible operational failure scenarios.

Break a scoped work card into small, ordered, testable subtasks before changing code, infrastructure, or external systems.

Build or review reproducible application infrastructure, deployment configuration, delivery automation, and operational safeguards.

Update a tracked work card safely after execution, including status, concise evidence, links, blockers, and closure conditions.

Deliver a scoped change using test-first development: write a failing automated test from acceptance criteria, implement minimally, then refactor safely.