Design, implement, and refactor Ports & Adapters systems with clear domain boundaries, dependency inversion, and testable use-case…
Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication…
Write-time code quality enforcement using Plankton — auto-formatting, linting, and Claude-powered fixes on every file edit via hooks.
DDD aggregate design patterns for consistency boundaries and invariants.
You are an expert AI-powered code review specialist combining automated static analysis, intelligent pattern recognition, and modern…
Use when opening or updating an aiobotocore PR against main.
Reviews system architecture, service boundaries, and technical trade-offs with specialized enhancements for AEC, BIM, and GraphRAG systems.
Clinic-architecture-aligned iOS design system engineering for SwiftUI (iOS 26 / Swift 6.2) covering token architecture…
Provides React Native performance optimization guidelines for FPS, TTI, bundle size, memory leaks, re-renders, and animations.
Install AIWG-compatible packages from remote Git repositories into the current workspace
Manage remotely installed AIWG packages sourced from Git repositories via list, info, and remove subcommands
Patterns for building entity actors with Akka.Hosting - GenericChildPerEntityParent, message extractors, cluster sharding abstraction…
Critical Akka.NET best practices including EventStream vs DistributedPubSub, supervision strategies, error handling, Props vs…
Commit, push, and open a pull request on GitHub
Diagnose and fix common Alchemy SDK and Web3 API errors.
Implement Alchemy Compute Unit (CU) rate limiting and request throttling.
Create Gentle AI pull requests with issue-first checks.
Use when configuring Ameba rules and settings for Crystal projects including .ameba.yml setup, rule management, severity levels, and code…
Use when implementing MVVM, clean architecture, dependency injection with Hilt, or structuring Android app layers.
Android build system and deployment patterns
Jetpack Compose mechanics: what belongs in an effect rather than the composable body, how state is hoisted and remembered, and what makes…