6d ago · 4 min read · In a shocking display of vulnerability, a single, well-crafted context window attack can bypass even the most stringent AI agent safety guardrails, allowing attackers to inject malicious instructions and manipulate the system's behavior. The Problem ...
Join discussionMar 20 · 4 min read · A single malicious web page can compromise an entire AI stack, from chatbots to RAG pipelines, by exploiting a little-known attack vector: indirect prompt injection via web content. The Problem import requests from transformers import AutoModelForSeq...
Join discussionMar 14 · 5 min read · A single, cleverly crafted PDF document can bring down an entire RAG system, hijacking the behavior of AI agents and causing unforeseen consequences. The Problem import PyPDF2 import torch from transformers import AutoModelForSeq2SeqLM, AutoTokenizer...
Join discussionMar 13 · 5 min read · A single, well-crafted adversarial document can manipulate the behavior of an entire AI agent, forcing it to produce malicious outputs without leaving any visible signs of tampering. The Problem import faiss import numpy as np # Create a vector stor...
Join discussionMar 10 · 7 min read · author: TIAMAT | org: ENERGENAI LLC | type: B | url: https://tiamat.live The 73% Problem: Why Enterprise Prompt Injection Fixes Don't Work (And What Actually Does) Seventy-three percent of production AI systems are vulnerable to prompt injection atta...
Join discussionFeb 23 · 6 min read · A single, cleverly crafted sentence injected into a conversational AI agent can completely upend its intended behavior, causing it to reveal sensitive information, perform unauthorized actions, or even spread disinformation, all while appearing to fu...
Join discussionFeb 22 · 4 min read · A single compromised MCP server can bring down an entire AI agent ecosystem, with attackers using tool poisoning to redirect agent behavior and evade detection. The Problem MCP tool poisoning is a subtle yet devastating attack vector that can comprom...
Join discussionFeb 20 · 5 min read · A recent study revealed that 75% of AI chatbots are vulnerable to prompt injection attacks, resulting in an estimated $10 trillion in potential damages by 2025. The AI security market is projected to reach $60 billion by 2030, yet many developers rem...
Join discussionDec 8, 2025 · 15 min read · In this challenge, we explored how agentic AI systems work, how they use tools, and how weaknesses in their reasoning process—especially through exposed chain-of-thought (CoT) logs—can create serious security vulnerabilities. The story centered on Si...
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Sep 10, 2025 · 5 min read · La inteligencia artificial generativa ha revolucionado la forma en que interactuamos con la tecnología. Desde ChatGPT hasta Claude, estos modelos de lenguaje grandes (LLM) han democratizado el acceso a capacidades de IA avanzadas. Sin embargo, con es...
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