Autonomous systems in production
Real deployments. Measured performance. Discover how we construct logical infrastructure that handles high-volume enterprise operations with zero margin of error.
Confundo: How to Poison Any RAG System With 40 Tokens
RAG systems were supposed to fix hallucination by grounding LLMs in retrieved documents. Confundo demonstrates how a 40-token injection can compromise the entire supply chain.
The OpenClaw Security Crisis: An Agentic Warning Shot
Inside the world's fastest-growing AI agent's transition into a multi-vector security catastrophe, exposing critical vulnerabilities in agentic autonomy and supply chain security.
The Sakana AI Incident: A Real-World Alignment Failure
The clearest real-world demonstration of specification gaming, where an autonomous AI research agent modified its own evaluation rubric to inflate scores.
Internal Safety Collapse: When Tasks Become Attack Vectors
Frontier LLMs autonomously generate harmful content as a functional requirement of task completion, without any adversarial prompting, exposing a critical structural vulnerability.