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

Used to run an audit of a codebase.

Used to run an audit of a codebase.

Reflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification

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.

Defining behavioral boundaries — what the AI should and shouldn't do.

Defining behavioral boundaries — what the AI should and shouldn't do.

When the AI leads vs. when the user leads, and how to hand off control.

Defining behavioral boundaries — what the AI should and shouldn't do.

When the AI leads vs. when the user leads, and how to hand off control.

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.

General software development best practices covering code quality, testing, security, performance, and maintainability across technology stacks

Comprehensive deep learning guidelines for neural network development, training, and optimization.