Use when designing user interfaces, selecting styling, palettes, fonts, or auditing UI/UX design code.
Use when designing a relational schema — normalization (1NF–3NF), primary key strategy, modelling relationships, naming conventions, or planning a zero-downtime migration with the expand-contract pattern. For writing and tuning queries, indexes, or EXPLAIN…
Use when writing complex PostgreSQL queries, diagnosing slow queries with EXPLAIN ANALYZE, designing indexes (B-tree, GIN, partial, composite), handling concurrent writes and lock contention, or running safe live ALTER TABLE on large tables. For schema…
Use when making architecture-level React decisions — component decomposition, choosing where state should live, selecting a state manager (Context vs Redux vs Zustand) or a data-fetching library (TanStack Query vs SWR), or planning a rendering-performance…
Use when implementing advanced React patterns — designing custom hooks, using Suspense or error boundaries, applying TypeScript generics to components and hooks, or building animated UI with Framer Motion, View Transitions, or scroll-driven animations. For…
Use when configuring Kubernetes resources (Deployment, Service, Ingress, ConfigMap, Secret, HPA), sizing pod resource requests and limits, setting securityContext, or packaging a service with Helm charts. Not for writing Dockerfiles or docker-compose files —…
Use when writing or optimizing a Dockerfile or docker-compose.yml for local dev, debugging containers that behave differently from local, or reducing image size for Python and Node.js apps. Not for Kubernetes resources or Helm — use containerization.
Use when building or debugging standalone Temporal workers in Python outside of Agentex — structuring workflows and activities, enforcing determinism, handling retries and timeouts, managing state across replays, or diagnosing workflow failures. For…