What Our Canary Caught When a RAG Pipeline Leakeda build-log postmortem on the day a retrieval corpus started talking4 min read·toxsec.hashnode.devJul 16
What Breaks When a Frontier Model Treats Every Defender Like a Suspecta build-log on the refusal wall, and the day the trust signal finally moved off the promp5 min read·toxsec.hashnode.devJun 28
Decision Tracing: The Missing Piece in Every AI Agent BreachWhen an agent goes rogue, prompt filters are useless. You need a replayable record of every decision, tool call, and the reasoning that fired them.6 min read·toxsec.hashnode.devJun 26
AI Tar Pits Are Drowning LLM Scrapers in Infinite GarbageHow tools like Nepenthes, Iocaine, and Cloudflare’s AI Labyrinth trap unauthorized crawlers in endless mazes of generated nonsense and poison the training set on the way out.8 min read·toxsec.hashnode.devJun 22
AI Sandbox Escape: Why Docker Can’t Hold Frontier ModelsFrontier models escape Docker containers for $1, n8n sandboxes ship RCE, and ROME mined crypto during training with nobody asking.7 min read·toxsec.hashnode.devMay 29
