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Sprint projectOct 26, 2026

Beyond Agent Assurance: Controlled Interventions and Exact Verification of Rule Repairs

Alberto Hernández-Espinosa · Team Analitica

Submitted to AI Collusion Research Sprint. Sprint projects are early-stage work by participants, not Apart Research publications.

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Report: Beyond Agent Assurance: Controlled Interventions and Exact Verification of Rule Repairs

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We combined controlled interventions on agent communication and incentives with exact verification of Boolean rule repairs. Using one language model, we found that messages accompanied incorrect approvals, while incomplete evidence led to unjustified rejections. An exhaustive checker released no incorrect repair across 16 constructed tasks when its assumptions held, but initially withheld correct repairs too. When its assumed rule class excluded the true rule, it certified a wrong repair. The results show how deterministic checks can constrain agent decisions, and why their guarantees depend on explicit, valid assumptions.

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Cite this project

@misc{hernandezespinosa2026beyond,
  title = {{Beyond Agent Assurance: Controlled Interventions and Exact Verification of Rule Repairs}},
  author = {Alberto Hernández-Espinosa},
  year = {2026},
  month = oct,
  note = {Submitted to AI Collusion Research Sprint, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/beyond-agent-assurance-controlled-interventions-and-exact-verification-of-rule-repairs-wbkk}},
  url = {https://apartresearch.com/sprints/projects/beyond-agent-assurance-controlled-interventions-and-exact-verification-of-rule-repairs-wbkk}
}

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