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When AI does deep research, the system behind the answer is often not one chatbot but a temporary team of parallel AI workers. This article explains Claude subagents, workflows, context isolation, parallel tool use, structured outputs, reliability, and token economics.

A practical dissection of superpowers, gstack, and Everything Claude Code: what actions they actually change, how much context tax they charge, and which workflow each one fits.

When anyone can ship an AI SaaS in 48 hours, real differentiation is no longer a feature. It is judgment, taste, speed, and identity.