Build features guided by data insights, A/B testing, and continuous measurement using specialized agents for analysis, implementation, and experimentation.

Expert guidance for testing React applications using React Testing Library and Vitest. Focuses on user-centric testing, accessibility, and best practices for unit and integration tests to ensure...

Automate compliance checks for NIST, FedRAMP, FISMA, GDPR, HIPAA, and fintech regulations with OSCAL artifact generation and evidence validation.

Use when doing any dbt work - building or modifying models, debugging errors, exploring unfamiliar data sources, writing tests, or evaluating impact of changes. Use for analytics pipelines, data...

Turn an engineering strategy into a written Technical Roadmap Pack (Rumelt-style strategy: Diagnosis/Guiding Policy/Coherent Actions, roadmap table, initiative briefs, and alignment cadence). Use...

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Use when user needs ML model deployment, production serving infrastructure, optimization strategies, and real-time inference systems. Designs and implements scalable ML systems with focus on...

Generate creative domain names and brand identifiers. Produces memorable, available domain suggestions with wordplay and semantic relevance.

Optimize information density by filtering workspace files based on relevance to the current task. Excludes high-noise files (lockfiles, assets) and prioritizes source code matching semantic queries.

Auto-generate features with encodings, scaling, polynomial features, and interaction terms for ML pipelines.

生成【工程实现】方向的学术论文。严格按照工程规范，将用户输入的Idea解构并工程化，生成包含系统架构、可扩展性分析、高可用设计的完整论文。

Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar

Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar

Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar

Blockchain smart contract specialist for Solidity, EVM, security patterns, and gas optimizationUse when "smart contract, solidity, ethereum, evm, contract, web3, gas optimization, upgradeable...

Expert in data forensics, anomaly detection, audit trail analysis, fraud detection, and breach investigation

Build real-time collaborative editing with WebSockets, OT/CRDT conflict resolution, and presence awareness. Implements cursor tracking, optimistic updates, and offline sync. Use for collaborative...

Expert in Spring Boot 3+, Microservices, and Cloud-Native Java. Specializes in Virtual Threads, Spring Cloud, and Reactive Stack.

Use when starting work on any project (technical or non-technical) to understand structure, standards, and best practices before making changes

Build evaluation frameworks for agent systems. Use when testing agent performance, validating context engineering choices, or measuring improvements over time.