The Security AI Reality Check: Yay, Nay and Not Yet AI can genuinely improve security work. But it can also create a new layer of confident summaries, duplicated processes and security-flavoured noise. AI was sold as the technology that would anontruder 30 Aug 2026 · 6 min read
prompt-engineering-for-security-testing Moving Beyond Automation: Human Roles in AI-Enhanced Security As AI rapidly integrates into security assessment, the role of the human expert is shifting. Instead of performing repetitive manual checks, professionals are focusing on strategic risk identification, governance, and prompt engineering to build new, resilient defenses. anontruder 27 Jul 2026 · 1 min read
adversarial-ai-detection-techniques AI Transforms Penetration Testing from Human Craft to Automated System Audit Penetration testing is rapidly integrating artificial intelligence, transforming the practice from a manual, craft-based discipline into a highly automated, systemic audit function. This shift changes the focus of security experts from pure exploitation to prompt engineering and AI governance. anontruder 27 Jul 2026 · 2 min read
Frontier Al & Security: Stop Buying Zero-Day Hype Before Fixing Basic Security Debt Frontier AI models are changing cybersecurity, but most enterprise and SaaS teams still get more value from fixing known vulnerabilities, IAM issues, cloud misconfigurations, stale dependencies, and broken remediation pipelines than from chasing zero-day discovery hype. anontruder 29 Jun 2026 · 17 min read
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
