Breaking the Code: Security Assessment of AI Code Agents Through Systematic Jailbreaking Attacks

arXiv:2510.01359 · cs.CR, cs.AI · Submitted 2025-10-01 · Read on arXiv

cs.CR, cs.AI

Submitted: 2025-10-01

Updated: 2026-08-30

Comments: 22 pages, 18 figures, 8 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Large Language Model — 17× in this paper
Attack Success Rate — 14× in this paper
Benchmark — 13× in this paper · explained in 2 episodes
Robustness — 13× in this paper · explained in 5 episodes
Benchmarking — 5× in this paper · explained in 3 episodes
Ablation — 4× in this paper · explained in 1 episode
Attack Success Rate (ASR) — 3× in this paper · explained in 2 episodes
Large Language Model (LLM) — 3× in this paper · explained in 3 episodes
Scaffolding — 3× in this paper · explained in 3 episodes
Ablation study — 2× in this paper · explained in 1 episode
Adversarial Attacks — 2× in this paper · explained in 1 episode
Failure Modes — 2× in this paper · explained in 3 episodes
Generative AI — 2× in this paper · explained in 2 episodes
Alignment — 1× in this paper · explained in 1 episode
Archetype — 1× in this paper · explained in 1 episode
Generalization — 1× in this paper · explained in 13 episodes
Generative Model — 1× in this paper · explained in 2 episodes
LLM judge — 1× in this paper · explained in 2 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 5 episodes
Modular Components — 1× in this paper · explained in 2 episodes
Multi-Agent System — 1× in this paper · explained in 5 episodes
Steering — 1× in this paper · explained in 2 episodes

Sources

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