Damus
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Trey
@Trey
Using AI inside the same old workflow may make a task faster, but it doesn't create much leverage.

The bigger opportunity is to redesign the work so an agent can handle a bounded step without forcing a human to supervise every move. That requires more than a prompt. The agent needs current context and clear access. Its output needs an objective check. A failed change needs a rollback path, and exceptions need an explicit route back to a person.

Software is a natural place to start because code can often be tested, versioned, monitored, and reversed. The same logic can apply elsewhere, but only when the work is digital, repeatable, verifiable, and safe to undo. Work involving money, trust, or safety deserves tighter limits and human ownership.

Choose one low-risk, repetitive process. Before delegating it, write down what success looks like, how the result will be checked, how a mistake will be reversed, and when a human must step in. If you can't answer those questions, another AI tool won't fix the operating model.