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Reflections on Trusting Trust, Revisited: Poisoning Self-Modifying AI Coding

A September 15, 2026 arXiv paper demonstrates that poisoned benchmarks can induce self-modifying AI coding agents to write vulnerable code on clean, held-out tasks, with Hyperagents powered by Sonnet 4.5 self-evolving instructions that disable HTTPS certificate validation on neutral URL-fetching tasks. The authors instantiated the attack against three self-modifying coding agents — the Darwin Gödel Machine (with experimental modifications), the Self-Improving Coding Agent, and Hyperagents (both substantively unmodified) — and found contamination often persists even when a poisoned agent is subsequently evolved against clean benchmarks. The paper argues self-modifying coding agents must be designed to be more resilient to such benchmark poisoning attacks.

read2 min views3 publishedSep 18, 2026
Reflections on Trusting Trust, Revisited: Poisoning Self-Modifying AI Coding
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  [Submitted on 15 Sep 2026]


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Abstract:Thompson's "Reflections on Trusting Trust" showed that a compiler can be poisoned to reinsert its own backdoor, so that even recompiling clean source reproduces the Trojan. Today, substantial coding work is done by AI coding agents -- and increasingly, those agents generate new versions of themselves. We reconsider Thompson's attack when the "compiler" is a self-modifying coding agent. Can an adversary supply poisoned benchmarks to the agent's self-evaluation and self-improvement process to induce future versions of the agent to write vulnerable code on clean, held-out tasks? We instantiate this attack against three recently proposed self-modifying coding agents: the Darwin Gödel Machine (with our experimental modifications), the Self-Improving Coding Agent, and Hyperagents (both substantively unmodified). We demonstrate successful proofs-of-concept: for example, with Hyperagents powered by Sonnet 4.5, our poisoned benchmark leads the agent to self-evolve instructions that disable HTTPS certificate validation on neutral URL-fetching tasks. From our experiments, we distill properties of the vulnerability, benchmark, model, and agent scaffolding that are sufficient to enable a benchmark poisoning attack. Moreover, we show that contamination often persists even when a poisoned agent is subsequently evolved against clean benchmarks. We discuss defensive directions and argue that self-modifying coding agents must be designed to be more resilient to such attacks.

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