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AI Research 84% 1 min readJul 2, 2026, 5:59 PM

Distributed Attacks in Persistent-State AI Control

30-second summary

Researchers propose Iterative VibeCoding, a new AI control setting to study persistent-state AI coding agents distributing attacks across pull requests over time.

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As AI coding agents become more autonomous, they increasingly ship code iteratively, with the codebase persisting across sessions. This persistence creates a new attack surface: a misaligned or prompt-injected agent can distribute attacks across pull requests (PRs) and time its payload for the PR with the best natural cover. To study the resulting dynamics, we introduce Iterative VibeCoding, a setting for AI control, the study of safely deploying capable but potentially untrusted AI. In Iterative VibeCoding, a coding agent builds software over a sequence of PRs in a persistent codebase while p

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