arXiv:2610.25032v1 Announce Type: new Abstract: An AI agent can reproduce the distribution of its messages and of the receiver's task outcomes while disclosing private information that the task never required. We ask what a passive audit can certify when the auditor knows the authorised sender and the exact observable law but has no trusted pairing of messages with the private states behind them.
Don't Judge an Agent by Its Messages: Private-State Leakage under Passive Monitoring of Agent Communication
About this summary. This is a short excerpt from the description that arXiv cs.CR published with its article. Cyber Security News did not report or verify the underlying story. Read the original: https://arxiv.org/abs/2610.25032
Source attribution: headline and facts are from arXiv cs.CR (arxiv.org). Summary method: excerpt of the source description. See our source attribution policy.
Related coverage
GitHub Octoverse 2026
GitHub Octoverse 2026 I'm at GitHub Universe today (GitHub gave me a free ticket through their "GitHub Stars" program). EVP Jay Parikh just announced this year's…
Quoting Terk Terkowitz
If your work does not benefit from current AI tooling, that is a finding, not a failing. Document why, share it with your community of peers, bring it to your manager…
Measuring Users' Security and Privacy Concerns About Third-Party Community Bots on Discord
arXiv:2610.36626v1 Announce Type: new Abstract: Third-party community-based bots are central to how social platforms such as Discord work. They moderate content, manage…
A Deterministic Security Runtime for LLM Agents on MPI and Batch-Scheduled HPC Systems: Consensus-Governed, Hardware-Rooted Supervision of Every Rank
arXiv:2610.33318v1 Announce Type: new Abstract: Large language model agents launch simulations on high-performance computing (HPC) systems, where one sbatch or mpirun…
Deploying AI agents securely: how Kaspersky products mitigate AI threats
Introduction AI agents and associated tooling are becoming increasingly common in corporate infrastructure. Agents can perform a range of actions with the user’s…
Ulysses: A Security Harness For Synthesizing Verifiable Web Exploits
arXiv:2610.31831v1 Announce Type: new Abstract: How can an AI agent automatically discover security vulnerabilities in any software repository? Existing approaches use…