Karan Sehgal, MSc

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The Human-in-the-Loop Escalation Layer: How Audit-Defensible AI Systems Handle the Decisions

🌐 hackernoon.comSource

Substantive human oversight requires a 4-part escalation layer: bi-directional transparency, granular controls, context routing, and auditable feedback loops.

#hackernoon #technology #reviewer #oversight #human #model #escalation #article

5 days ago

Audit Replay: The Forgotten Half of Reproducibility

🌐 hackernoon.comSource

Model replay only regenerates outputs, but audit replay reconstructs specific past decisions with proof of fidelity—and only the latter answers regulators.

#hackernoon #technology #state #model #replay #audit #event #article

5 days ago

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Karan Sehgal, MSc