Your AI Agent Finished Coding. Is Your Delivery System Ready?
AI agents can produce code in minutes, but generating code is only one part of software delivery. The harder question is what happens next: how the change gets the right context, how it is verified, and who decides whether it is safe to ship. Here are three handoffs worth examining before faster code generation simply creates a bigger review and validation queue.
From a ticket to usable context
Consider a routine task: fix an access-control bug. An AI agent produces a plausible patch. The pull request is ready, but the delivery team still has unanswered questions. Does the change follow the service's security rules? Did the tests cover the original failure? Who can approve it? The agent has produced code. The organization has not yet delivered a verified change.
This distinction matters because better models do not remove the need for a delivery system that can turn a proposed change...
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