Future-Aware Architecture

Design architecture decisions with a reusable method instead of stack-specific prescriptions.

This skill is technology-agnostic at its core. It helps the user decide what problem the architecture must solve, how to shape the system, what to select, why that choice fits now, how uncertain the recommendation still is, and how much option value it preserves for the future. When the decision depends on fast-moving domains such as AI models, platform capabilities, cloud offerings, or framework ecosystems, gather fresh evidence before locking the recommendation.

The core pattern is: