@chempa

Use when setting up or changing CI/CD for a service - the dev/beta/prod branch model, GitLab pipeline, docker executor, promotion and rollback, and Dokploy deploys.

Use when writing, reviewing, refactoring, or reviewing AI-generated code - change cost, coupling, blast radius, mechanical enforcement, deletion, and reversible decisions.

Use when naming anything - a project, repo, branch, class, function, table, column, field, endpoint, env var, container, or commit. The house standard, so every project reads the same.

Use when writing, validating, publishing, or versioning a skill for a devkit registry - the SKILL.md format, the frontmatter rules, and the init/validate/publish loop.

Use when deploying, integrating, or operating ZITADEL for real - reverse proxy setup, OIDC app config, token settings, per-client isolation, mobile clients, upgrades, backups, and scaling.

Use when building a marketing site, product page, landing page, or launch surface that should look like apple.com - white/black tiles, tight display type, pill CTAs, atomic design.

Use when building, structuring, reviewing, or scaling a FastAPI backend - layering, async discipline, dependency injection, integration tests in Docker, and production concerns.

Use when building an admin dashboard, internal tool, or data-dense back office that should look like GitLab's admin area - dark, dense, technical, atomic-design components.

Use when designing, reviewing, or scaling MongoDB for a real product - schema and access patterns, multi-tenancy, indexing, sharding, and security hardening.

Use when building, structuring, or reviewing a React Native Expo app - folder layout, the atomic component tiers, hooks, state and data, tokens, constants, performance, and EAS environments.

Use when writing, reviewing, or structuring C++ - ownership and lifetime, concepts, error handling, compile-time pipelines, concurrency, senders, and build hygiene.