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Comprehensive REST API design review with automated linting, breaking-change detection, and design scorecards. Catches inconsistent conventions, missing versioning, and design smells before APIs ship. Use when reviewing a PR that adds or changes API endpoints, auditing an existing API for v2 migration, or establishing API standards for a team.

Use when the user asks to generate API tests, create integration test suites, test REST endpoints, or build contract tests.

Framework for rolling out organizational changes without chaos. Covers the ADKAR model adapted for startups, communication templates, resistance patterns, and change fatigue management. Handles process changes, org restructures, strategy pivots, and culture changes. Use when announcing a reorg, switching tools, pivoting strategy, killing a product, changing leadership, or when user mentions change management, change rollout, managing resistance, org change, reorg, or pivot communication.

Django architecture patterns: REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.

Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.

REST API design patterns: resource naming, HTTP methods, status codes, pagination, cursor-based filtering, error response envelopes, versioning strategies, and rate limiting configuration.

Spring Boot architecture: REST API design, layered services, data access, caching, async processing, and logging for Java backend services.

Resource naming, pagination, error responses, versioning