refactoring
Improving internal code structure without changing external behavior.
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Improving internal code structure without changing external behavior.
Advanced debugging with stack trace analysis, error pattern detection, and fix suggestions. Use when delivering quick diagnostic support for everyday issues.
Principal Software Architect for Rainze. Use when implementing features, writing code, or creating modules. Expert in Python + Rust hybrid architecture with 9 coding commandments.
Validate Clean Architecture implementation in iOS. Checks layer separation (Presentation/Domain/Data), MVVM patterns, dependency injection with Swinject, and UseCase/Repository patterns. Use when reviewing architecture, checking layer boundaries, or validating DI.
Clear escalation procedures and paths for incident response
Simulate and coordinate Ëtrid’s Consensus Day process, aggregating proposals, electorate role weights, quorum rules, and final decision outcomes.
Error handling patterns for try-catch, error boundaries, structured logging, and exception strategies. Trigger: When implementing error handling, when building error boundaries, when setting up logging, when designing error responses, when handling async errors, when creating custom error classes.
Use BEFORE implementing any new domain/feature to ensure proper layered architecture with dependency injection. Prevents mixed concerns and tight coupling.
Enterprise context and session management with token budget optimization and state persistence
Generates business logic layer components (use cases, repository interfaces, business models, validators) for go-kratos microservices following Clean Architecture. Use when implementing domain logic, creating entity CRUD operations, adding validation rules, or orchestrating data access in kratos services.
Incident response playbook templates for Kubernetes. Detection, containment, remediation, and post-incident procedures with decision trees and validation steps.
Comprehensive Spring Boot 3.x best practices for building scalable, maintainable enterprise applications with Jakarta EE. Use this skill when creating Spring Boot applications, designing REST APIs, implementing security, writing tests, or architecting Spring Boot projects. Covers Controller-Service-Repository patterns, validation, error handling, testing strategies, performance optimization, and production-ready configurations.
AI-supervised development workflow. Use when running /line-work, /line-prep, /line-cook, /line-serve, /line-tidy commands, managing beads issues during sessions, or following prep→cook→serve→tidy cycle. Covers workflow orchestration, guardrails, and session management.
Review and fix Swift concurrency issues (async/await, actors, Sendable, isolation). Use when the user needs concurrency correctness or performance remediation in Swift.
Modernize legacy code safely in ANY project without breaking existing functionality. Use when working with old code that needs updating while maintaining stability.
Enterprise Backend-as-a-Service Foundation with AI-powered BaaS architecture patterns, strategic provider selection, and intelligent multi-service orchestration for scalable production applications
Standardized error responses for all failure scenarios. Always transparent, always provide next steps.
Use when designing system architecture, creating design documents, planning technical architecture, or making high-level design decisions. Apply when user mentions system design, architecture, technical design, design docs, or asks to architect a solution. Use proactively when a feature requires architectural planning before implementation.