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Ideas, planning guidance, and delivery notes for teams building software that needs to work in the real world.
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AI coding agents can accelerate delivery, but only when teams use them inside a disciplined engineering workflow. The value is real, but so is the need for guardrails.
Good web products usually fail in planning before they fail in code. Here is how to scope a custom web application around real workflows, risk, and measurable outcomes.
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