What we know
Within a broader agent-governance proposal, the preprint describes planted canary values and precomputed transformations for detecting exfiltration of those values.
Evidence limits
Based on the complete official deposited description. The standalone manuscript was not recovered and its results were not validated.
Reviewed: public page. Full-text results were not analyzed.
Sources and provenance
- A closed-loop consequence-governance runtime for AI agents: structural gating, counterfactual recovery, and adaptive hardening
source-page · 2026-10-15
Reviewed: 2026-10-15. This record may change when new evidence is found.