Insights
Everything published.
Hackers Didn’t Break Into Instagram. They Exposed the Biggest Agentic AI Security Risk in Production.
Nobody hacked Instagram. What happened was worse: an AI chatbot security failure that let attackers walk through the front door. That needs to be the first thing you understand about what happened on June 1, 2026. There was no zero-day exploit. No SQL injection. No brute-force password cracking. Hackers used a VPN to fake their […]
Tokenmaxxing Is a Symptom. Here’s the Disease Every Enterprise Is Ignoring.
NVIDIA’s vice president of applied deep learning, Bryan Catanzaro, said something in an Axios interview in April 2026 that should have stopped every enterprise AI roadmap cold: “For my team, the cost of compute is far beyond the costs of the employees.” That is not a critic talking. That is the VP of the company […]
OpenClaw $1.3 Million OpenAI Bill: What AI Agents Actually Cost in Production
Peter Steinberger spent a decade building PSPDFKit into a PDF framework running on over a billion devices. He joined OpenAI in February 2026, saying “I want to change the world, not build a large company.” A few months later, his open-source project OpenClaw, the fastest-growing project in GitHub history with over 300,000 stars and 3.2 […]
575 Malicious AI Skills. Your AI Tool Registry Is the New Attack Surface.
Remember when everyone treated npm like a trusted source? Then came event-stream. Then ua-parser-js. Then colors.js. Thousands of developers learned that “install and go” is a security posture, not a strategy. The same thing is happening to AI tool registries right now. And nobody is treating it with the same urgency. In April 2026, Acronis […]
What Is Harness Engineering? I Was Doing It Before It Had a Name.
What is harness engineering? It is the discipline of building permanent constraints into an AI agent’s environment so the same mistake never happens twice. I was doing it for months before the term existed. In early February 2026, Mitchell Hashimoto (co-founder of HashiCorp) described his habit of engineering permanent fixes into an AI agent’s […]
AI Agent Production Safety: A 4-Layer Architecture
AI agent production safety is an engineering problem, not a prompt engineering problem. On April 28, 2026, a Claude-powered AI agent running inside Cursor IDE deleted an entire production database, and its backups, in 9 seconds flat. The app was PocketOS. The agent had full database admin permissions. No confirmation gate. No scope boundary. […]
Vibe Coding Works. Until It Doesn’t. What the Vercel Breach Should Teach Every Filipino Developer.
The vibe coding risks most developers ignore became impossible to deny on April 19, 2026. That’s when Vercel, the platform half the Philippine dev community deploys on, disclosed a security breach. A threat group called ShinyHunters claimed to be selling stolen data for $2 million on BreachForums. The breach didn’t come through a firewall exploit. […]
The Truth About Agent Swarming: What the Gurus Are Not Telling You About Cost, Failure, and Security
Everyone’s building “AI agent teams” right now. Five agents, ten agents, a whole swarm collaborating on complex tasks, at least that’s what the YouTube thumbnails promise. The reality? Most of these systems are burning money, leaking data, and failing in ways their builders don’t even notice until the invoice arrives. I built a multi-agent system. […]
The Rip-and-Replace Trap: Why Your AI Strategy Is a $547 Billion Mistake
More than $500 billion. That’s how much the world wasted on AI in 2025. Of the estimated $684 billion invested globally, industry analysis suggests that the vast majority, upwards of 80%, failed to deliver measurable business value. Not “underperformed.” Not “needs more time.” Failed. If you’re an executive reading this, you probably felt that number […]