
Powerful AI in Google Search (I/O 2026)
Understanding Google's transition from index search to agentic planning and its impact on corporate SEO.

Powerful AI in Google Search (I/O 2026)
Understanding Google's transition from index search to agentic planning and its impact on corporate SEO.

Your AI Vendor's Benchmark Claims Are Not Evidence
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A vendor's claim that its AI training method produces well-calibrated decisions cannot be verified without independent access to the model.

What to Demand Before You Deploy an Agent
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Your AI vendor questionnaire asks where data goes. It should also ask whether the vendor can contain their own model. Here is the checklist that is missing.

The Simulation Problem
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An AI model told its test environment was fake kept acting on that belief even after evidence said otherwise. Your staging environment has the same weakness.

Your AI Vendor Cannot Contain Their Own Model
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Anthropic disclosed four incidents where Claude breached real systems during safety testing. The cause was not a rogue model. It was the same operational failure you would make.

The Test Was Broken, So the Agents Cheated
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1,200 OpenAI agents reverse-engineered a benchmark's answer key rather than solve it. The benchmark was unsolvable 30-40% of the time. That is the whole story.

Third-Party Data: The Files You Are Holding for Someone Else
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Berlin's urban planning department held layouts for prisons and water treatment plants. Your file shares hold other organisations' liabilities the same way.

Paying the Ransom: What You Are Actually Buying
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Extortion without encryption changes the payment question. A ransom once bought a decryption key you could test. It now buys a deletion promise you cannot.

ClickFix: The Attack That Needs No Vulnerability
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Germany's BSI traced the Berlin breach to a fake CAPTCHA that persuaded an employee to paste attacker code into their own terminal. Nothing was exploited.

Data Exfiltration: The Breach Your Backups Cannot Undo
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Disaster recovery restores availability. The Berlin state breach destroyed confidentiality instead, and no backup or password reset reverses that loss.

The Reorganization Reflex: Build the Backbone Before You Redraw the Boxes
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Only 23% of reorganizations are judged successful. The difference is a stable backbone underneath, and Ulrich's three legs are a derivation, not an import.

The Org Chart Is a System Schema: Why Your Operating Model Is Failing
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An operating model is a systems architecture in org-chart notation. When two legs are immature, work routes to the strong one until that leg burns out.