Blog

Notes on software control, vendor risk, and prototype readiness

Practical writing on software projects, vendor evaluation, maintainability, workflow design, AI-built prototypes, and realistic automation.

Case Study

Waste Collection Calendar: One File, One Plan, 10 minutes of prompting

Case StudyJanuary 8, 2026

Waste Collection Calendar: One File, One Plan, 10 minutes of prompting

A municipality PDF turns into a usable calendar in minutes: one prompt, one HTML file, and an embedded demo.

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Case Study

LLMs as Translators: shipping a portfolio app in about 7 hours

Case StudyJanuary 5, 2026

LLMs as Translators: shipping a portfolio app in about 7 hours

A one-evening case study on how LLMs compress idea to production: design kit to components, AI-assisted screenshot import, and deployment, plus the engineering judgment that still matters.

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Blog

One Prompt, One Demo: Solar System Explorer

BlogDecember 30, 2025

One Prompt, One Demo: Solar System Explorer

A single prompt generated this interactive solar system explorer. Here is why that matters, plus an embedded demo.

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Case Study

AI Nutrition Coach for Endurance Athletes

Case StudyJuly 1, 2025

AI Nutrition Coach for Endurance Athletes

Building a personal AI assistant that synthesizes training load, wellness metrics, and sports science to deliver evidence-based daily nutrition guidance for endurance athletes.

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Blog

Why RAG Beats Fine-Tuning for Most Enterprise AI Projects

BlogFebruary 20, 2025

Why RAG Beats Fine-Tuning for Most Enterprise AI Projects

For most business use cases, Retrieval Augmented Generation delivers better results faster than fine-tuning. Here's why, and when each approach makes sense.

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