architecture▌

Master advanced WordPress development patterns including REST API endpoints, WP-CLI commands, performance optimization, and caching strategies for scalable WordPress applications.

Create comprehensive HTML architecture diagrams with data flows, business context, and system architecture.

Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration.

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

RWKV (RwaKuv) combines Transformer parallelization (training) with RNN efficiency (inference).

Mamba is a state-space model architecture achieving O(n) linear complexity for sequence modeling.

Recommendation: Use TypedDict for most cases. Use Pydantic when you need validation or complex nested structures.

Implication: Core logic is framework-agnostic. When contributing or debugging, check if issue is in @xyflow/system or framework-specific package.

opc-architecture

Generate software architecture documentation using C4 model diagrams in Mermaid syntax.