Defined term · AI Oversight Evidence

AI Oversight Evidence

Caneni uses AI Oversight Evidence (AOE) to mean a structured, timestamped record that supports later examination of what a human reviewed, limited, and accepted in an AI-assisted decision.

Two Meanings of Evidence

Research meaning

Evidence about AI oversight: studies showing how AI monitoring changes human behavior, errors, incentives, or automation bias.

Caneni meaning

AI Oversight Evidence: a record created around a specific decision, showing what the human judgment layer looked like at the time.

Both meanings matter. Caneni is concerned with the second one: not whether oversight works in general, but whether this consequential decision left a reviewable human record.

What It Records

Context seen. What information the human had before acting.
AI boundary. Where AI contributed and where human judgment had to take over.
Consequence held. What outcome or risk the person accepted as theirs to hold.
Uncertainty acknowledged. What was not known, not reliable, or not yet settled.
Return condition. When the decision should be revisited if facts or consequences change.

Why Logs Are Not Enough

An AI audit log can show inputs, outputs, confidence scores, and actions. A workflow log can show that someone clicked approve.

A click records a transaction. AI Oversight Evidence supports examination of the human judgment behind it.

This is why Caneni pairs AI governance language with reviewable human judgment and the consequence record.

Article 14 Context

EU AI Act Article 14 is a relevant use context because it concerns human oversight for high-risk AI systems. Caneni does not claim that Article 14 requires Caneni, or that a Caneni record automatically satisfies any legal duty.

Caneni frames the evidence layer: how human oversight can be made more visible, reviewable, and attributable when an AI-assisted decision is later questioned.

What This Is Not

≠ Proof that oversight was effective ≠ Proof that the decision was correct ≠ Compliance certification ≠ Audit report ≠ Legal opinion ≠ Claim that Article 14 requires Caneni ≠ A rating or score