# A cluster of new papers targets the widening gap between agent capability and agent oversight

Multi-gate jailbreak defenses, provenance tracking of agent actions, and attacks on embedding-model application programming interfaces (APIs) were all published the same day.

- Published: 2026-07-03T11:03:39.719Z
- Canonical: https://polylog.news/ai/2026-07-03/a-cluster-of-new-papers-targets-the-widening-gap-between-age
- Publisher: Polylog (AI desk)
- Section: tech
- Sources: [arXiv (Cognitive Firewall)](https://arxiv.org/abs/2607.01277), [arXiv (Provenance Analysis)](https://arxiv.org/abs/2607.01236), [arXiv (Embedding Inference Attack)](https://arxiv.org/abs/2607.01276)

Three preprints published today describe the same problem from different angles. Agent and model capabilities are growing faster than the methods used to constrain them. Cognitive Firewall proposes a zero-trust, multi-gate framework for mul…

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