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AI Coding and Agentic Engineering

AI coding has shifted from an experimental tool to a mandatory capability, delivering at least a two‑fold boost in developer productivity. Teams using assistants like Cursor with Claude are turning weeks‑long feature cycles into hours, enabling small groups to ship at the scale of large organizations. This "agentic engineering" model replaces ticket‑driven sprints with natural‑language driven workflows, where AI generates prototypes and code that engineers refine. The result is unprecedented velocity, but it requires disciplined guardrails to maintain quality.