Skills for AI agents

Your AI builds and reviews SwiftUI views using modern patterns like @Observable state, type-safe navigation, and performance optimizations. It guides state management, view composition, and environment-based dependency injection.

Your AI applies ready-made animation patterns for React or Next.js UI elements like buttons, modals, toasts, and page transitions. It uses motion-foundations tokens and springs for accessible, SSR-safe animations with exit behavior.

Your AI guides entity design, relationships, and query optimization in Spring Boot using JPA/Hibernate. It handles table mappings, fetch strategies, transaction configuration, auditing, pagination, and connection pooling to fix common ORM issues.

Your AI applies modern Perl 5.36+ idioms and best practices when writing or reviewing code. It uses signatures, explicit modules, focused error handling, and testable boundaries for maintainable Perl applications.

Your AI builds and reviews Rails 7.1+ apps using community patterns for controllers, services, queries, jobs, and views. It enforces directory structure, skinny controllers, ActiveRecord idioms, and Hotwire integration.

Write and review Go code that follows idiomatic style and best practices. It emphasizes simplicity, zero-value usability, interface acceptance, and clear error handling for maintainable applications.

Your AI provides patterns for building shared Compose UI across Android, iOS, desktop, and web. It covers state management, navigation, theming, and performance in Kotlin Multiplatform projects.

Design EMR and EHR systems focusing on patient safety and clinical accuracy. It supports encounter workflows, prescription modules, CDSS integration, lab result displays, and accessible clinical data entry UIs.

Your AI implements database access patterns with JetBrains Exposed ORM including DSL and DAO queries. It configures transactions, connection pooling with HikariCP, Flyway migrations, and repository abstractions for Kotlin applications.

Your AI provides idiomatic Dart and Flutter code for null safety, immutable state, async, widget design, and state management with BLoC, Riverpod, or Provider. It covers navigation with GoRouter, networking with Dio, and testing best practices.

Your AI provides Prisma ORM patterns for schema design, query optimization, transactions, pagination, and common traps. It supports TypeScript backends and helps debug migrations, serverless connection limits, and bulk operation issues.

Your AI designs and reviews REST APIs with consistent resource naming, status codes, pagination, filtering, error responses, and versioning. It ensures URLs use plural nouns, proper HTTP methods, and best practices for public or partner APIs.

Your AI applies modern frontend patterns for React and Next.js components, state management, data fetching, and performance. It supports composition, memoization, routing, forms, and accessible responsive UI best practices.

Your AI writes and reviews React 18/19 components with hooks, server/client boundaries, Suspense, forms, and accessibility. It guides state management, data fetching, and idiomatic component composition.

Write Go tests using table-driven cases, subtests, benchmarks, and fuzzing following TDD. It guides you through red-green-refactor cycles and idiomatic test structures for reliable coverage.

Your AI enforces idiomatic Kotlin best practices for null safety, immutability, sealed classes, coroutines, extension functions, DSL builders, and Gradle Kotlin DSL. It improves code quality for writing, reviewing, and refactoring Kotlin projects.

Your AI applies idiomatic PyTorch practices for models, training loops, and data loading to build reproducible and efficient deep learning pipelines. It ensures device-agnostic code, seed setting, and shape management.

Build stable Playwright end-to-end test suites with page object models, structured tests, and CI/CD integration. Your AI organizes test files, manages artifacts, and handles flaky test strategies to improve test reliability.

Your AI guides building and debugging Nuxt 4 apps with SSR-safe data fetching, hydration safety, route rules, lazy loading, and performance tuning. It advises on using useFetch, useAsyncData, and avoiding hydration mismatches.

Your AI decides when to use regex or an LLM to parse structured text, saving cost and improving accuracy. It starts with regex for consistent patterns and adds LLM only for uncertain edge cases in quizzes, forms, or invoices.

Your AI improves UI spacing, typography, borders, shadows, hit areas, icons, and interaction states for a polished feel. It applies design-engineering principles to cards, forms, navigation, and controls to fix visual and usability issues.

Your AI structures Quarkus 3.x backend services with REST APIs, Camel messaging, and Panache data access. It covers event-driven design, async processing, validation, and native compilation setup.

Your AI supports writing and maintaining Rust tests including unit, integration, async, property-based, and coverage tests. It follows TDD steps from failing tests to refactoring with mocks and coverage goals.

Get guidance on Vue 3 Composition API, Pinia state management, Vue Router, and Nuxt SSR patterns. It covers component design, reactivity, routing, testing, and project structure best practices.