Using unstructured data to fuel enterprise AI success

Taking AI pilot programs into production  From this successful example, several lessons can be learned. First, unstructured data must be prepared for AI models through intuitive forms of collection, and the right data pipelines and management records. “You can only utilize unstructured data once your structured data is consumable and ready for AI,” says Cealey. […]

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Europol Arrests 34 Black Axe Members in Spain Over €5.9M Fraud and Organized Crime

Jan 10, 2026Ravie LakshmananCybercrime / Financial Crime Europol on Friday announced the arrest of 34 individuals in Spain who are alleged to be part of an international criminal organization called Black Axe. As part of an operation conducted by the Spanish National Police, in coordination with the Bavarian State Criminal Police Office and Europol, 28 […]

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[TIL] A Three-Hour Interview with Ji Yichao, Chief Scientist at Manus (Acquired by Meta)

January 5th, 2026 (Full Video [https://www.youtube.com/watch?v=UqMtkgQe-kI]) Foreword This three-hour interview with Ji Yichao, Chief Scientist at Manus (later acquired by Meta), is truly a must-watch for many in the AI industry. I’ll gradually add my key takeaways in the comments. For now, here’s a quick rundown of what I found particularly noteworthy and worth sharing. […]

4 mins read

What Business Owners Thought AI Would Be, Why It Didn’t Work, And Why the Canonical Intelligence Layer (CIL) Changes Everything

For most business leaders, the AI story began with a simple expectation: “I want to ask my company a question and get a correct answer in seconds.” Not a document.Not a dashboard.Not a spreadsheet. An answer. What followed instead was one of the biggest expectation gaps in modern enterprise technology. Phase One: The AI Dream […]

4 mins read