Tag: AIGovernance
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A Recommendation Must Remain Open to Challenge
An AI recommendation can reach another team with its conclusion intact and its assumptions missing. A useful handoff preserves enough evidence, scope, and ownership for the next decision maker to question it. What disappears between teams Imagine an AI-assisted review recommending that a business combine two customer-support queues. The analysis identifies similar ticket categories, overlapping…
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Return on Intelligence Belongs to the Whole Task
Return on Intelligence follows AI capability into accepted value. Its economics depend on the full work required to make a result usable, the authority granted to act on it, and the ability to recover when it fails. The answer is still on its way An AI assistant drafts a customer response in seconds. Before that…
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Before You Add Another AI Agent, Prove You Need One
Before building a team of AI agents, there is a more fundamental architecture question: why should the second agent exist at all? Another capability does not automatically require another autonomous boundary. The same work may belong in a tool, function, instruction, workflow node, or internal role. The stronger test is whether separation preserves something a…
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When the Ruler Moves With the System
A changing score does not necessarily mean the system changed. The evaluator may have changed too. Datasets evolve, parsers are corrected, thresholds move, admissibility rules shift, and reporting conventions are revised. Once both the artifact and the evaluator are moving, a numerical difference can be completely real and still fail to tell us what actually…
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Updating the Source Leaves Another Job to Do
Correcting a fact can leave the recommendations built from it untouched. Knowledge maintenance needs a route for finding which conclusions depend on information that has changed. A current source can leave an older plan in place Suppose a supplier announces a longer delivery lead time. The organization updates the supplier’s profile, and subsequent searches return…