
Jailbroken DeepSeek agent spent two weeks inside a European telecom
Malbear says the agent used a Cisco BroadWorks XXE and older Liferay and JBoss flaws, then claimed access to patient and billing data.
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Malbear says the agent used a Cisco BroadWorks XXE and older Liferay and JBoss flaws, then claimed access to patient and billing data.

Apollo 2 robots kitted parts in Mercedes factories at 96% success; the open jailbreak set has 1,500 prompts.
Compared with seven defenses on seven attacks, it reports stronger robustness and low over-refusal at modest inference cost.
Thresholds set on curated benign prompts often failed to hold false-positive budgets on real-user traffic.
AttentionSwitch jointly optimizes sparse attention head selection and query-conditioned scaling to defend LLMs against jailbreaks without catastrophic forgetting.
JailBound combines taxonomy-driven prompt generation with FOL-guided dual-branch search, boosting average ASR by 5.1 points across 46 LLMs.
A dual-branch mechanism protects source identity in semantic communications for embodied IoT systems against active impersonation and passive inference.

Haiou jailbreak modifies AI instructions to insert ads for zz.aiapi2025.top in responses, forked 77 times on GitHub.
Addition by Subtraction removes safety-critical neurons during finetuning to produce models robust to sparsity-based attacks and black-box jailbreaks.

Haiou modifies AI agent instructions to display ads for zz.aiapi2025.top on user greetings.
Reverse engineering allowed access to the time settings menu on a TomTom Carminat LIVE unit after the SD card menu definition was missing.
Obfuscation averaged a 54.3% attack success rate, and self-reminder prompting cut ASR to 10% and 5% on two models.

The jailbroken agent can run up to 100,000 steps to scan, steal secrets, and mine cryptocurrency on the victim’s bill.
On MM-SafetyBench, reported success reaches 97.95% on Gemma-3-12B-IT and beats FigStep on GPT-5.6 and Gemini 3.1 Pro.
A poisoned SKILL.md raised mean attack success from 0.5% to 45% across seven open-weight models.
The training-free agent gathers evidence and reconciles conflicting judges before scoring indirect or partial personal disclosures.
The captured kit can run up to 100,000 steps, but researchers have no evidence it was used in real attacks.

AI-assisted mod using SmileBASIC 4 creates tethered jailbreak for custom Mario Kart World.
ns2jb is tethered, runs native code as sysmodules, and was used to mod Mario Kart World.

A honeypot captured a five-layer jailbreak and a loop of up to 100,000 steps that scans, steals data, and installs XMRig.

A Spanish- and English-speaking actor compromised at least 15 Argentine health care organizations.
The bilingual benchmark reaches 95.34% agreement with humans and finds models weaker in Chinese and multi-turn settings.
On JailBreakBench, discounting victim-model calls lowers GCG by 7.0 to 8.7 points and PAIR by 3.4 to 12.
Historical success priors, semantic guidance, and online feedback were tested across three models and three defenses on GPT-5.2.
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