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Trends, analysis, and strategies for the modern rural economy.

Strategic Risk June 4, 2025

Attestation Without Attribution: Completion Metrics and the Authentication of Employment Records

The metric that vendors can move Compliance technology is sold against the measure it is able to improve, and in the policy administration category that measure is almost invariably the completion rate. A platform is procured, reminders are automated, and…

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Agentic Commerce June 1, 2025

The Evidentiary Burden: Policy Currency, Attestation, and the Distance Between Compliance and Its Demonstration

Organizations assess their employment compliance posture by asking whether their policies are current. It is the wrong question, or at least an insufficient one, because it treats compliance as a property of documents rather than as a claim the organization…

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AI Governance & Digital Risk May 27, 2025

The Policy Is the Exhibit: Generative Artificial Intelligence in Human Resources Documentation and Advice

Where the exposure actually sits Most attention to artificial intelligence in human resources has concentrated on selection: who gets screened, ranked, promoted, and on what basis. That focus is warranted and this firm has written at length about it. It…

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Agentic Commerce May 23, 2025

Four Numbers and No Counterfactual: Reading the Artificial Intelligence Case Study in Human Resources

The artificial intelligence case study in human resources has settled into a stable form. The genre The artificial intelligence case study in human resources has settled into a stable form. An organization describes a deployment, reports three or four percentage…

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Agentic Commerce May 22, 2025

Accused by Perplexity: AI Detection as an Unvalidated Automated Decision System in Graduate Education

The advice everyone is giving is wrong about the mechanism The standard counsel to graduate students on artificial intelligence runs roughly as follows: use it as a tool rather than a substitute, do your own thinking, and understand that faculty…

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Agentic Commerce May 21, 2025

The Development Exception: Internal Mobility Platforms and the Perimeter of Employment AI Governance

The boundary no statute draws Institutional AI governance in employment has converged, with notable consistency, on a boundary that appears nowhere in the governing law. The boundary separates hiring from development. Systems that evaluate external applicants are treated as decision…

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Agentic Commerce May 19, 2025

Promotion by Inference: Internal Mobility Systems, Performance Data, and the Accommodation They Interrupt

What the system is An artificial intelligence internal mobility platform is described as a talent activation tool. It matches employee skills to internal openings, surfaces personalized growth paths from performance data, supports succession planning, and reduces turnover by helping people…

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Agentic Commerce May 18, 2025

Skills, Not Keywords: Inference, Auditability, and the Claims Employers Should Not Make

The proposition The most substantive claim currently made for artificial intelligence in recruitment is that it permits hiring for skills rather than keywords, and that doing so produces fairer outcomes, wider access, and more diverse teams. It is the strongest…

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Agentic Commerce May 2, 2025

The Overhead Was the Accountability: Artificial Intelligence, Human Resources, and Mission-Driven Organizations

Enterprise human resources technology has become available to organizations that could never previously have afforded it. The governance question is what did not arrive alongside it. What the democratization argument gets right Enterprise human resources technology has become available to…

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