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Reliable AI Systems: A Practical Way to Control Risky Outputs
Reliable AI systems are built around uncertain models. Here is the engineering discipline needed for context, agents, evaluation and production.
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Generative AI Customer Insights: What AI Can and Can’t Do
GenAI can help organisations find and synthesise existing customer research. It cannot repair weak evidence or replace the analysis that creates trustworthy insight.
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From Operators to Orchestrators — The Infrastructure-Value Gap Is Now Visible
📊 Read or skip? Read. If you are still measuring success in uptime, velocity, or tickets closed — you are likely missing where value is actually created. Why this, why now A Deloitte 2026 study puts hard numbers behind something many teams are already feeling: This is not a tooling issue.It is not a talent…
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Book Review – Lead with AI Stay Human.
Lead With AI Stay Human Is A Book About The Leadership Identity Crisis How Modern Leaders Orchestrate Enterprise Value by Peter Whealy AI has a way of turning familiar leadership advice into something more uncomfortable. For years, leaders were told to be decisive, informed, expert, resilient, and close enough to the work to know what…
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Why 95% of AI Projects Fail – And the Evaluation Tools Changing That
MIT research shows 95% of enterprise AI projects deliver zero returns. Discover how AI evaluation tools like Braintrust, Arize, Galileo, and Fiddler are helping the 5% succeed.
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The Hidden Cost of AI Conversations: When Your Chatbot Becomes Your Influencer
We talk about AI productivity all day long. Speed. Accuracy. Efficiency. But here’s what we don’t discuss enough: what happens when those conversations start changing how we think? Hidden Cost of AI Conversations. I’ve been digging into the latest research. And the findings are uncomfortable. The Persuasion Problem Two massive studies dropped in December 2025.…
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Harvard just proved AI tutors beat classrooms. Now what?
Walk into any classroom in 2026 and you’ll find something weirdly familiar. Thirty kids. One teacher. Fixed schedule. Standardized tests. The core model hasn’t fundamentally changed since 1926. Meanwhile, AI has quietly been proving it can do things this century-old system cannot. And the evidence is now too strong to ignore. The Harvard Study That…
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I Tested 5 AI Customer Service Agents With the Same Complex Billing Issue – None Escalated Correctly
None Escalated Correctly – AI customer service systems systematically fail to escalate complex issues to humans, creating frustration and eroding trust. Key Data Points: Last week I tested a billing discrepancy on subscriptions. Same issue. Five different AI chatbots. Different platforms. All claimed they could help. Not one correctly escalated to a human. This isn’t…
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Data Centers water usage – the hype
Data Centers water usage Hype – Generate 50x More Tax Revenue Per Gallon Than Golf Courses in Arizona I’ve been digging into the numbers on Arizona’s water usage. What I found surprised me. Data centers get blamed for guzzling precious desert water. But the actual data tells a different story. The Numbers Don’t Lie In…
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The Era of Trusting Your Eyes Is Over – AI Generated content has won
Adam Mosseri dropped a bomb on New Year’s Eve. In a 20-slide memo, Instagram’s head basically admitted defeat. AI-generated content has won. The photos you see? You can’t trust them anymore.
