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Research cutoff: September 27, 2026 · 9:05 AM MDT. Stories show source dates; deep dives show publication dates and link to dated evidence.

Payment-agent research tests authorization outside the AI model

An APort-authored preprint replayed 4,371 human-written attacks across 14 models. In 68,970 matched tests at policy levels 2–4, it reports 105 transfers to prohibited recipients with model-only controls and none when a deterministic authorization check guarded tool execution.

Why it matters

Analysis

Analysis: The useful design question is where a payment policy is enforced. Test explicit recipient and amount limits at the execution boundary, with logs that distinguish a requested payment from an executed, unauthorized transfer.

What remains uncertain

This is a proponent-authored preprint using a simulated bank and one payment-tool schema. Zero observed failures in those tests does not imply zero production risk.

Sources

APort Vault: payment authorization benchmark