#defense-evasion News & Analysis

2 articles tagged with #defense-evasion. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBearisharXiv – CS AI · 18h ago7/10

🧠

POISE: Position-Aware Undetectable Skill Injection on LLM Agents

Researchers introduce POISE, a novel skill-poisoning attack against LLM agents that achieves 89.3% success by embedding malicious triggers into skill instructions in ways that evade both automated detection and human inspection. The attack exploits the reliability-stealth trade-off in existing injection methods, demonstrating that current security defenses struggle to distinguish poisoned skills from legitimate ones due to high false-positive rates.

🧠 GPT-5

AIBearisharXiv – CS AI · 18h ago7/10

🧠

Hiding in Plain Floats: Steganographic Carriers for Indirect Prompt and Content Injection

Researchers demonstrated a novel prompt-injection attack that bypasses text-based LLM defenses by encoding malicious payloads as floating-point parameters and reconstructing them as fragmented telemetry. Testing across three commercial LLM APIs showed 94.3% attack success rate against leading defenses like Prompt Guard 2, revealing a critical gap in structured-input security.