The AI Vulnerability That Doesn't Steal Data — It Steals Margin Everyone talks about prompt injection. And they should. It's one of the most discussed risks in modern AI systems. But I believe many AI product teams are overlooking anontruder 17 Jun 2026 · 3 min read
Beyond Jailbreak Folklore: Why LLM Security Is a Systems Engineering Problem Beyond Jailbreak Folklore: Why LLM Security Is a Systems Engineering Problem anontruder 16 Jun 2026 · 4 min read
Coding Agents and the End of the Blank File The blinking cursor on an empty file was the tax on every project. Coding agents just abolished it — and changed what "writing software" means. anontruder 15 Jun 2026 · 1 min read
Evals Are the New Unit Tests "It seems better" is not a release criterion. Evals turn vibes into a green checkmark — and catch the regression your demo missed. anontruder 15 Jun 2026 · 1 min read
The Anatomy of a Production Agent (Beyond the Demo) A demo agent is 50 lines and a while-loop. A production agent is the 5,000 lines around it. Here's what actually ships. anontruder 15 Jun 2026 · 1 min read
When Your Tools Become the Attack Surface Chatbots leak text. Agents take actions. We red-team an autonomous agent and watch its own toolbelt turn against it. anontruder 15 Jun 2026 · 1 min read
Jailbreaks Are a Symptom, Not the Disease Patch a jailbreak and three more appear. That whack-a-mole isn't failure — it's a signal about how alignment actually works. anontruder 15 Jun 2026 · 1 min read
Prompt Injection in the Wild: Anatomy of an Attack Chain A poisoned web page, a trusting agent, and a quiet data exfil. We walk a real prompt-injection chain end to end — and how to break each link. anontruder 15 Jun 2026 · 1 min read
Welcome to Meddler A.I.: Applied Intelligence for Agent Builders Launching Meddler's A.I. coverage — practitioner-grade analysis of agent architectures, evaluation design, and coding agents for the people actually shipping autonomous AI. anontruder 15 Jun 2026 · 1 min read
Welcome to Meddler Security: Red Team Intelligence for AI Systems Launching Meddler's dedicated Security coverage — red team research, prompt injection analysis, agent exploitation, and hardening playbooks for teams shipping AI to production. anontruder 15 Jun 2026 · 1 min read
Tutorials Friends With AI: A Better Way to Live and Work AI works best when treated as a trusted partner: useful, bounded, and intentionally human-centered. anontruder 15 Jun 2026 · 1 min read
ai-agents-2-2 Measuring AI agent autonomy in practice A concrete treatment of capability and autonomy measurement, useful for release gating. Owen Blake 9 Jun 2026 · 10 min read
ai-agents-2-2 Trustworthy agents in practice Safety and trust considerations for real deployments where agents take consequential actions. Nina Reed 9 Jun 2026 · 1 min read
ai-agents-2-2 Agent Engineering: A New Discipline Useful mental model for iterative quality improvement of non-deterministic agent systems. Leo Parker 9 Jun 2026 · 1 min read
ai-agents-2-2 How to Build an Agent Production-oriented sequence from prototype to evals, safety checks, and operational feedback loops. Aria Patel 9 Jun 2026 · 1 min read
ai-agents-2-2 What is an AI agent? Strong conceptual framing for agent boundaries, when not to use agents, and practical decomposition. Zoe Walker 9 Jun 2026 · 1 min read
ai-agents-2-2 Agents • Cookbook Hands-on examples for coding agents end to end with realistic tool and memory patterns. Ethan Shaw 9 Jun 2026 · 1 min read
ai-agents-2-2 Tools | OpenAI API Deep dive into web/file/tool-search patterns that materially change agent capability and reliability. Maya Collins 9 Jun 2026 · 1 min read
