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Claude Code: From Chat to Agent

Integrating AI into your work is not decided in the prompt but in the system built around the model: agent, harness, tools, context and verification.

Agents produce code faster, but reviewers have not multiplied. How can we get useful, verifiable feedback from AI that fits the project?

AI can speed up some development tasks, but productivity also depends on context, verification, and the work required to get a PR shipped.