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8 stories tagged.
The LLM Attack Trinity: BadStyle Backdoors, IICL Safety Bypasses, and the RAG Black-Hole — Three New Research-Grade Attacks Converge on Enterprise AI
12 min · 0 sources
The Environment Is the Exploit: Indirect Prompt Injection Goes Wild — 15,300 Instances, 10 Live Payloads, and the Data-Layer Attack That Model Guardrails Can't Stop
10 min · 0 sources
The Theoretical Is Now Real: 10 In-the-Wild Indirect Prompt Injection Payloads and the Agentic AI Kill Chain
10 min · 0 sources
Poisoning the Well: RAG Knowledge Base Attacks and the Expanding AI Data Poisoning Surface in 2026
11 min · 0 sources
The Invisible Instruction: How Indirect Prompt Injection Became the Most Dangerous Attack Class in Enterprise AI
12 min · 0 sources
The Web Is a Minefield for AI Agents: Dissecting 10 Real-World IPI Payloads and the Memory Poisoning Upgrade
11 min · 0 sources
Poison Once, Exploit Forever: How AI Agent Memory Poisoning Turns a Single Malicious Document Into a Permanent Backdoor
10 min · 0 sources
The Knowledge Base Is the Weapon: RAG Poisoning, the Black-Hole Attack, and Why Enterprise AI's Memory Layer Is Completely Undefended
10 min · 0 sources