AI belongs at the edge

The most overlooked room in the house is about to change. What began as storage for cleaning supplies is quietly evolving into a small rack of networking gear and local AI, a personal infrastructure node that could redefine privacy, cost, and control in the age of physical intelligence.

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To Preview or Not to Preview? Copilot Studio Reality Check

Microsoft has been steadily evolving Copilot Studio throughout 2026. With the launch of a new visual workflow canvas and an AI-driven agentic orchestrator, Microsoft has fundamentally reimagined the platform. This evolution moves Copilot Studio beyond basic conversational chat, transforming it into a robust hub for 'Work IQ' and autonomous, multi-step business execution. This article offers a […]

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The Age of AI: Reclaiming Agency - Why Authentic Content Will Dominate Next

I was looking at my Grokipedia page and checking how the edits were approved by Grok. Like most AIs, Grok had crawled the entire internet for human-generated content - a point confirmed by Elon Musk in his January 2025 CES interview with Mark Penn: “The cumulative sum of human knowledge has been exhausted in AI […]

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RESEARCH: Emulating the confidence score for AI generative answers in Copilot Studio

While developing the TraceIT AI ICT user support agent, I encountered a challenge. The bot performs well with multiple conditional nodes but struggles with reverting to generative responses or deciding when to use a tool to investigate an issue. I’m seeking a way to enhance the decision-making process, which could be improved by implementing a […]

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AI - we are using it wrong!

It looks like we, the humans, are doing it again. Every time a new technology makes its way into our lives we don't start learning and elevating ourselves to use it, but instead we dive head first and usually ... well, not the expected result. I always smile whenever I see an em dash (—) […]

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Pondering the Chaos: Free Access and Zero-Value Noise

I remember talking with a friend about human behavior and how much people consume just because something is free, without it providing any real benefit to society or humanity. I was thinking about how a web service or app might start. You design it with the idea that users won’t abuse it, won’t misuse it, […]

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