aine
AINE (AI-Native SDLC) Reference Architecture advisor. Reviews architecture decisions against AINE principles, recommends AI-native design patterns, guides context engineering maturity progression, and helps teams structure spec-driven workflows. Use when designing AI-native systems, planning software delivery lifecycle improvements, evaluating tooling or foundation model choices, setting up agentic workflows, or when the user mentions AINE, AI-Native SDLC, spec-driven development, context engineering, MCP servers, agentic orchestration, context engineering maturity, or AI-assisted SDLC. Also use when users ask specifically about how AI integrates across product, design, implementation, testing, deployment, and maintenance phases, or want to evaluate AI-native architecture patterns and agent orchestration strategies.
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