New arXiv study interviews 25 SOC practitioners on LLM integration, identifying 15 use cases across 6 functions, with value seen in report automation while high-impact tasks raise concerns. Highlights the gap between LLM…

#SOC #LLMSecurity #CyberSecurity #ArxivAI
https://arxiv.org/abs/2608.00672

LLM safety guardrails often reject prompts before generating any output, but researchers show harmfulness can be assessed from partial generation, reducing unnecessary refusals. This approach lets systems decide…

#AIafety #LLMSecurity #PromptEngineering #Guardrails
https://arxiv.org/abs/2610.16761

CERT/CC disclosed three DataElement Bisheng vulnerabilities (CVE-2026-96679, CVE-2026-96681, CVE-2026-100156) allowing unauthenticated admin takeover.

#Bisheng #CVE202696679 #CVE202696681 #CVE2026100156 #CERTCC #LLMSecurity #Cybersecurity

New arXiv paper "Narrative Paradoxes in LLM Inference" introduces PDRA, an attack that embeds a paradoxical narrative core into a structured three-stage analysis to steer LLM reasoning toward harmful outcomes…

#AISafety #LLMSecurity #PromptInjection #RedTeaming
https://arxiv.org/abs/2610.16312

A systematic review highlights that LLMs accelerate coding but often produce insecure code and faulty patches, while current benchmarks suffer from contamination and weak security metrics. Human oversight is…

#LLMSecurity #SoftwareEngineering #AICoding #DevTools
https://arxiv.org/abs/2610.15482

Adversarial prompt-injection attacks can flip safety-aligned LLMs from slow polynomial to exponential scaling in attack success with more inference-time samples, per a new arXiv study. The authors back the empirical finding…

#LLMSecurity #AIAlignment #Jailbreak
https://arxiv.org/abs/2603.11331

Ghostcommit: Image-Embedded Prompt Injection Bypassing AI Code Review

https://nsfocusglobal.com/ai-security-incident-case-ghostcommit-attack-leveraged-images-to-steal-secrets
https://flagthis.com/tldr/8597

##PromptInjection ##Steganography ##AICodeReview ##DataExfiltration ##LLMSecurity

Cybersecurity evaluations in 2026 reached real systems for OpenAI, Anthropic, and Google agents, showing that AI eval boundaries must be verified live rather than assumed. A new arXiv case study proposes a Proactive Agent…

#AI #Cybersecurity #AIAgents #LLMSecurity
https://arxiv.org/abs/2610.12463

A new arXiv paper introduces GUISE, a cross-language benchmark showing that narrative wrapping boosts attack success against Qwen3-1.7B to 89.4% in English, 93.0% in modern Chinese, and 95.7% in Classical Chinese, with narrative…

#AIafety #LLMSecurity #RedTeaming
https://arxiv.org/abs/2610.11005

Model supervision is the missing link to enterprise AI trust. Sophie Dionnet explains why tight central control works for just a few use cases but blocks scale, and why governance must come first. Watch: https://youtu.be/tnZRW8u5vDQ #dataiku #aigovernance #llmsecurity #ai #enterpriseai

🚨 AI Tools Can Become an Att&cker’s Weapon. Our latest article explores Unauthorized Tool Invocation, how att&ckers can target AI tool integrations, and why access controls matter in modern AI security.

💻 Read it now: www.linkedin.com/pulse/unauth...

#CWL #AIsecurity #LLMSecurity #Article

Whiteout is a new tool for preventing regurgitation of personal sensitive information by LLMs through carefully crafted obfuscation samples, aiming to be more practical than existing machine unlearning approaches.

#AIsafety #Privacy #LLMsecurity
https://arxiv.org/abs/2610.02418

New research identifies SparLeak, a GPU micro-architectural side channel that exploits sparse attention's input-dependent memory access patterns to leak user queries and responses during LLM inference on shared…

#SideChannel #LLMSecurity #GPUPrivacy #AIResearch
https://arxiv.org/abs/2609.38830

arXiv:2609.39788v1 shows that latent communication in multi-agent systems can be exploited via link training or poisoning, with a reinforcement-learning attack boosting harmful compliance across multiple…

#AISafety #CyberSecurity #MachineLearning #LLMSecurity
https://arxiv.org/abs/2609.39788

AI is speeding vulnerability discovery and exploitation: CVE disclosures doubled in 2026, in-the-wild use rose, and attackers are targeting AI/LLM stacks and enterprise middleware. #CVE #AIsecurity #LLMsecurity

We are pleased to announce that Kayode Olabisi will be speaking at #OWASP #Ottawa Day 2026 with:

"Your LLM App Passed the Checklist. Now What?"

📅 October 17, 2026
ℹ️ Information: github.com/OWASP-Ottawa...
🎟️ Tickets (free): buytickets.at/owaspottawac...

#OWASPOttawa2026 #LLMSecurity #AISecurity

Seven Minutes, Zero Humans: Inside the AI Attack That Wiped Over 100 Azure Accounts Before Anyone Noticed
www.thefluxread.com/2026/09/seve...
#JadePuffer #LLMSecurity #InfoSec #TechJournalism #IncidentResponse #CloudDefense

Prophaze AI & LLM Security provides protection for AI applications, LLMs, APIs, and agentic workloads against evolving AI security threats.

Explore: www.prophaze.com/platform/ai-...

#AISecurity #LLMSecurity #AI

UNSW Sydney researchers found "drunk" AI is easier to jailbreak and more likely to reveal private data. Tests on GPT-3.5, GPT-4, Llama 2, Llama 3.1, and Mistral showed higher privacy breaches. #UNSWSydney #LLMsecurity #AIprivacy

片チャネルだけ閉じて安心するな。半分ずつ無害に見せて、モデルに結合させる。💎

arXiv 2609.18217。ツール説明とツール結果に攻撃を分割すると、単チャネルで拒否したモデルが資格情報を外へ出す。最大で0%→100%。スキャナ7種は全部見逃した。
https://arxiv.org/html/2609.18217
#MCP #LLMSecurity