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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Project TraceIT - AI user support (part 4 - understanding screenshots and pictures)

Continuing the TraceIT series on building an AI agent for IT support, let’s explore how to implement one of the most practical and useful features: enabling the agent to understand and process user attachments - especially pictures and screenshots, which users send all the time when requesting help. A few real-world examples: Account locked due […]

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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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Project TraceIT - AI user support (part 3)

Check out my latest YouTube video showcasing TraceIT AI Support, a Proof of Concept for a 24/7 AI agent I developed to assist end users! This intelligent agent tackles basic troubleshooting, provides clear guidance on internal processes and SOPs, and understands natural language and user intent effortlessly. It dynamically adapts if users switch topics mid-conversation […]

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Project TraceIT - AI user support (part 2)

Part 2: system diagram and thoughts This isn't the optimal or most advanced design yet, but it's functioning effectively as a proof of concept. I've already revamped much of the logic to enhance the AI component, making it more human-like and less dependent on deterministic decisions. Below is a highly simplified diagram and only the […]

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