From Prompt-Response to Persistent Execution: The Agent Architecture Shift

ingliguori · x · 2026-09-30

Ingliguori (65K followers) argues AI is moving from answers to action: the chatbot era asked "can the AI answer this?", while the agent era asks "can the AI finish the job?". The architecture shifts from prompt → response to goal → memory → tools → actions → persistent execution. AI systems are beginning to maintain state, work across long-running tasks, and operate inside real enterprise workflows — a bigger shift than a smarter assistant. He asks which business process agents will take over first at scale.

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