How I built an interactive Halloween display using Raspberry Pis, camera-based visitor detection, AI-generated dialogue, and synchronized Grim Reaper sound effects—all managed through a dashboard with live controls and multi-character stories.
Coding agents make implementations easier to replace, which can help developers separate their work from their ego. They also make it easier to accept careless work. I’m trying to figure out where pride belongs when writing the code takes less effort.
AI is changing how we coordinate software development. I explore why parts of Scrum may become obsolete, why iteration still matters, and how task cards, guardrails, uncertainty, and risk could guide work shared by developers and AI agents.
AI may change more than how quickly developers write code. It could fundamentally change why we build applications, how long they exist, and what programming looks like.
I've been experimenting with AI-driven paper trading to see whether multiple models can make better decisions together and whether financial news actually adds value. The latest changes introduce a third-model tie-breaker and a controlled comparison between strategies that use news and those that don't. The architecture is in place; the results haven't arrived yet.
I wanted to build a 3D visualization of my knowledge system, but ended up with something more useful: a local 3D file explorer that handles real Markdown files, with editing,…
My wife used Nimble to search for teaching jobs in Tennessee and Kentucky, and at some point that site stopped covering Tennessee. So I built my own version. I used Codex to…