Advanced AI Solution Architect wisdom for designing production-grade AI systems. Use when (1) architecting new agents, workflows, or AI features, (2) debugging agent behavior or performance issues, (3) making technology choices (models, frameworks, observability), (4) reviewing AI system designs for production-readiness, (5) planning agent orchestration with LangGraph, (6) designing memory/context systems, (7) optimizing LLM costs and latency, or (8) building email marketing AI optimization systems. This skill thinks like a senior architect at OpenAI/Anthropic - questioning assumptions, anticipating failures, and designing for the AI-native future.
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