Research

A collection of research articles with guided instructions, on how to achieve success in the IT industry, based on real results and with precise examples.

The AI Accountability Gap Who Owns the Decision When AI-Assisted Project Management Gets It Wrong

The AI Accountability Gap: Who Owns the Decision When AI-Assisted Project Management Gets It Wrong

“The AI flagged it green. The AI said the vendor would deliver on time. The AI said the budget had headroom.” None of those sentences will save your job when the project blows up. Here’s the question almost nobody in project management wants to answer out loud in 2026: when the algorithm is wrong, who

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You Hired the Wrong AI Why Companies That Miss the Agentic Shift Will Lose the Next Decade

You Hired the Wrong AI: Why Companies That Miss the Agentic Shift Will Lose the Next Decade

“Most companies didn’t hire AI. They hired a very fast assistant. The companies about to eat their lunch hired a workforce.” Picture this. Your company has AI. You’re proud of it. You have a chatbot on the website, Copilot embedded in your dev team’s IDE, a summarization tool your ops team uses on Monday mornings.

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