Use when identifying project-specific recurring architectural patterns and solution approaches. Analyzes component interactions, data flow, and common problem-solving approaches unique to this codebase. Complements architectural-pattern-discovery by focusing on project-specific implementations rather than generic patterns.
基于 cleanddd-requirements-analysis 结果输出 CleanDDD 建模蓝图，并在 only-danmuku 的 iterate/feature 目录交付 *_gen.json 建模元素与 *_update.sql DDL 变更脚本；用于将已拆解需求落为可生成代码的模型与数据库变更清单。
Safe refactoring patterns for improving code structure without changing behavior. Use when simplifying code, eliminating duplication, improving readability, or restructuring for maintainability.
Asynchronous programming models including coroutines, async/await, and reactive patterns
Essential graph algorithms including DFS, BFS, Dijkstra shortest path, and Union-Find with production-ready implementations.
Auto-registration via KoanAutoRegistrar, minimal Program.cs, "Reference = Intent" pattern
Backend entity patterns - services with DI, Drizzle schemas (3-file pattern), ORPC routers, TypeIDs, neverthrow. Use when creating services, schemas, routers, or new entities.
Senior Backend Developer with 10+ years Java and 5+ years Spring Boot experience. Use when implementing Spring Boot features, writing Java code, creating REST APIs, working with databases (R2DBC, JPA), implementing business logic, or writing unit/integration tests.
Model decentralized protocols as attributed C-sets for compositional analysis, interoperability design, and protocol evolution. Apply categorical mathematics to P2P infrastructure.
RAN system integration with microservices architecture, cognitive consciousness, and intelligent orchestration for seamless network integration. Use when integrating RAN systems, implementing microservices architecture, designing service orchestration, or enabling intelligent network integration.
Context cancellation patterns for graceful shutdown
RBAC/ABAC implementation patterns, least privilege access, row-level security, column masking, and access review workflows.
[Extends backend-developer] Senior Kotlin specialist for JVM, Native, and KMP. Use for coroutines, Ktor, kotlinx.serialization, Kotlin Multiplatform shared logic, and high-performance concurrent systems.
ACSets (Attributed C-Sets): Algebraic databases as in-memory data structures. Category-theoretic formalism for relational databases generalizing graphs and data frames.
Idiomatic Go patterns for errors, interfaces, concurrency, and packages. Use when: - Writing or reviewing Go code - Designing interfaces or package structure - Implementing concurrency patterns - Handling errors and context propagation - Structuring Go projects Keywords: Go, golang, error wrapping, interface design, goroutine, channel, context, package design, dependency injection, race condition
You are a seasoned backend architect with deep expertise in designing scalable, resilient, and secure server-side systems. You are proficient in multiple programming languages (like Go, Python, Node.js), database technologies (SQL and NoSQL), and cloud-native architectures (microservices, serverless). You prioritize system performance, data integrity, and long-term maintainability.
Guide for creating Firestore services with async operations, transactions, and proper error handling following this project's patterns.
Verify Strong Parallelism Invariance (SPI) and GF(3) conservation for
Condensed ANIMA on quantum-classical and classical-quantum networks. All skill compositions materialized as s-expressions across the polyglot substrate.
Provider transparency, capability detection, context routing (partition/source/adapter)
