CVE-2026-61732
10 CRITICALpublic exploit availablePublished 2026-09-24 · Updated 2026-09-24
AI risk analysis
- Summary
- The flaw allows attackers to bypass security guardrails by injecting special-token literals into web crawl results, leading to arbitrary command execution within the Kali Linux sandbox.
- Exploitability
- Exploitation is moderately hard as it requires control over the target web page and BYOK deployment model. Precondition is the use of an open-source or self-deployed model provider without special-token filtering.
- Blast radius
- If exploited, the impact is high, as it could lead to complete compromise of the Kali Linux sandbox and arbitrary command execution.
- Detection
- No reliable host or network indicator is derivable from the published description.
- Prioritized remediation
- Upgrade to Decepticon version 1.1.17 or later.
Analysis generated locally by qwen2.5:7b-instruct (no data left the box). AI-assisted — verify against primary sources before acting.
NVD description
Decepticon is an autonomous hacking agent for red teams. Versions prior to 1.1.17 wrap web crawl results — the output of agent reconnaissance against target services — into LLM messages without neutralizing ChatML special-token literals. Under the BYOK (Bring Your Own Key) deployment model, users configure their own LLM credentials to any OpenAI-compatible endpoint. Most open-source and self-deployed model providers (vLLM, SGLang, Ollama, LM Studio, text-generation-webui, etc.) do not filter special-token literals from user content in their default configurations. Those literals are parsed into structural role-boundary token IDs, meaning an attacker string planted in a target web page forges a new operator turn the model treats as authoritative, bypassing Decepticon's agent guardrails and resulting in arbitrary command execution inside the Kali Linux sandbox. Version 1.1.17 patches the issue.
CVSS vector
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:H/A:H
Weaknesses
CWE-74
Public exploit & PoC references
All references
Source data: NVD (nvd.nist.gov), public domain. Exploit-DB.ai adds local AI analysis for defensive use only.
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