About
A practical blog about AI, analytics, software and edge experiments — written from real problems, practical constraints and working prototypes.
Professionally, I work where finance, reporting, data and technology meet. My current focus is how AI and agentic workflows can move analytics beyond dashboards: into process monitoring, explanation, prioritization and action.
Topics
01
Finance, Data and AI
Finance, reporting and analytics — and how AI and agentic workflows move it beyond dashboards.
02
Software Prototypes
AI-assisted development, personal tools, self-hosted infrastructure and small workflows that carry real work.
03
Edge and Maker Experiments
ESP32, sensors, cameras, e-ink and TinyML — physical computing under real-world constraints.
Featured
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PyLearn: Using AI to Help Kids Learn Python Without Skipping the Thinking
“Can’t I just ask ChatGPT?” That’s the question you get within two minutes of starting any programming course with kids today. The…
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From Dashboards to Action: The Missing Context Layer in Analytics
Visibility is not the goal In reporting and analytics, we have become very good at turning data into dashboards. In many companies,…
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ChatGPT and Data Analytics: Early Lessons from Finance Reporting
How ChatGPT is Changing the Game in Data Analytics! This weekend, I had the opportunity to subscribe to “ChatGPT Plus.” I spent…
Latest
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Smart – Home: Setup Conbee and ikea tradfri
After giving-up with my Dash-Buttons (see Dead of Amazon-Dash) Setup DeConz and Conbee on RPI3 Install ConBee and DeConz headless on Raspberry…
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Immich at Home: Secure Family Access Without Exposing the Server
A practical setup for secure Immich access at home: Cloudflare for simple family access, WireGuard and local DNS for trusted devices and…
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PyLearn Overview – Programming and AI Literacy for Young Learners
Students today grow up in two digital worlds that look similar on the surface but work completely differently underneath. In the world…
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Pigeon Wars: When a Balcony Problem Becomes Edge Computing
We have a balcony. It has a fig tree, some tiles, and pigeons. Every time I spotted one I’d rush out and…
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PyLearn: Using AI to Help Kids Learn Python Without Skipping the Thinking
“Can’t I just ask ChatGPT?” That’s the question you get within two minutes of starting any programming course with kids today. The…
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Claude Code in a Dev Container: From Coding Help to System Thinking
Something shifted in how I program. Not just in the tools I use — but in how I think about the work…