Master backend architectures, REST API design, microservices, and server-side development across multiple languages. Use this as a central index to access specialized sub-skills.
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Use when you need to review, improve, or refactor Java code for generics quality — including avoiding raw types, applying the PECS (Producer Extends Consumer Super) principle for wildcards, using bounded type parameters, designing effective generic methods, leveraging the diamond operator, understanding type erasure implications, handling generic inheritance correctly, preventing heap pollution with @SafeVarargs, and integrating generics with modern Java features like Records, sealed types, and pattern matching. Part of the skills-for-java project
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Review and improve Java code using comprehensive generics best practices that enforce compile-time type safety and enable flexible, reusable APIs.
Core areas: Type safety (avoiding raw types, eliminating unsafe casts), code reusability (generic methods and types for multiple type contexts), API clarity (PECS wildcards — ? extends for producers, ? super for consumers), performance optimization (eliminating boxing/casting overhead), diamond operator for type inference, type erasure awareness (type tokens, factory patterns, array creation), generic inheritance and variance (invariance, covariance, contravariance), @SafeVarargs for heap pollution prevention, wildcard capture helpers, self-bounded generics (CRTP) for fluent builders, proper wildcard API design with Comparator<? super T> and Function<? super T, ? extends R>, arrays-vs-generics covariance pitfalls, serialization with TypeReference/TypeToken, eliminating unchecked warnings, generic naming conventions (T, E, K/V, ?), typesafe heterogeneous containers, and integration with Records, sealed types, and pattern matching.
Prerequisites: Run ./mvnw compile or mvn compile before applying any change. If compilation fails, stop immediately and do not proceed — compilation failure is a blocking condition.
Multi-step scope: Step 1 validates the project compiles. Step 2 analyzes Java code to identify generics issues categorized by impact (CRITICAL, MAINTAINABILITY, PERFORMANCE, TYPE_SAFETY) and area (raw types, wildcard misuse, bounded parameter opportunities, type erasure problems, modern feature integration gaps). Step 3 eliminates raw types and unsafe casts with proper parameterization. Step 4 applies PECS wildcards and bounded type parameters for flexible APIs. Step 5 introduces diamond operator, generic methods, and type tokens for type erasure scenarios. Step 6 integrates generics with Records, sealed types, and pattern matching. Step 7 validates all changes compile and all tests pass with ./mvnw clean verify.
Before applying changes: Read the reference for detailed examples, good/bad patterns, and constraints.
For detailed guidance, examples, and constraints, see references/128-java-generics.md.
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Master backend architectures, REST API design, microservices, and server-side development across multiple languages. Use this as a central index to access specialized sub-skills.
中文简介正在准备中。当前显示原文说明。
在每次回复中使用固定前缀并列出本次实际参考的指令/文件,便于校验是否遵循上下文与规则。
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Automate 21risk tasks via Rube MCP (Composio). Always search tools first for current schemas.
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Automate 2chat tasks via Rube MCP (Composio). Always search tools first for current schemas.
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Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
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[00] META. Orchestrate skills into dynamic chains for complex tasks. Analyzes the task, discovers available skills, builds an optimal chain, explains why each skill is needed, and executes step-by-step with user confirmation. Use for any complex task requiring multiple thinking/research/analysis steps. Triggers on "plan this", "how to approach", "what's the strategy", "build a plan", or any multi-step problem requiring skill orchestration.
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