The Sethi Ledger

People · Practice · Possibility

Independent research for education leaders

CIO intelligence

AI accountability is shifting from detection to process evidence

Canvas is testing ways to show how students used AI during assignments. Anthropic is adding text watermarking and plans a detection interface, but acknowledges that watermarking indicates probability, not authorship.

Cost, service, risk & adoption

Cost—new learning-management-system capabilities may affect licensing; Service—better visibility into student reasoning; Risk—watermarks are not definitive evidence; Adoption—reviewing AI interaction histories could increase teacher workload.

Read the original sources

Summary and leadership analysis from the August 25–September 1, 2026 brief. The edition’s selection notes explain source access and evidence limitations.

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