Showing users what the AI knows, doesn't know, and how confident it is.

Designing what information goes into the context window and in what order.

Showing users what the AI knows, doesn't know, and how confident it is.

Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, and modern backend frameworks. Handles service boundary definition, inter-service communication, resilience patterns, and observability. Use PROACTIVELY when creating new backend services or APIs.

Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and maintainability. Use PROACTIVELY for architectural decisions.

Docs Guide Agent. 튜토리얼, 사용 가이드 작성을 담당합니다.

Expert guidelines for blockchain development including CosmWasm, Cosmos, and cross-chain patterns

Expert guidance for game development with C#/Unity, Lua scripting, and best practices for scalable game architecture

Guidelines for C# development including Blazor, Unity game development, and .NET backend best practices

Used to run an audit of a codebase.

Core conventions and patterns for this codebase

Helps faculty and mentors draft standardized recommendation letters for.

Coordinating text, image, voice, and tool-use modalities in a single interaction.

Coordinating text, image, voice, and tool-use modalities in a single interaction.

Socratic questioning protocol + user communication.

Architectural decision-making framework.

Project Guidelines Skill (Example)

Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures that organize them. Key insight: Memory isn't just storage - it's retrieval. A million stored facts mean nothing if you can't find the right one. Chunking, embedding, and retrieval strategies determine whether your agent remembers or forgets. The field is fragm